{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# for data analysis\n", "import numpy as np\n", "import scipy as sp\n", "import h5py\n", "\n", "# for plotting some density plots\n", "import matplotlib.pyplot as plt\n", "% matplotlib inline\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# read in data from .hdf5 files\n", "# O1 Release Paper: DOI:10.1103/PhysRevX.6.041015 and arXiv:1606.04856:\n", "# NOTE: The spins in these data files are given at the gravitational-wave frequency f = 20 Hz\n", "\n", "eventnames = [\"GW150914\", \"GW151226\", \"LVT151012\"]\n", "\n", "# dict which holds data for each event and type (SEOBNR, IMRPP, Overall)\n", "event_data = {}\n", "\n", "# loop through set of event data for each waveform type and add all the data to event_data\n", "for eventname in eventnames:\n", " # add separate fields to the dict\n", " event_data[eventname] = {'SEOBNR': 0, 'IMRPP': 0, 'Overall': 0}\n", " event_filename = '%s_data.h5'%eventname # these h5 files are also available\n", " # open file and start reading in each waveform type data\n", " f = h5py.File(event_filename, 'r')\n", " \n", " event_data[eventname]['SEOBNR'] = f['allSsp_post']\n", " event_data[eventname]['IMRPP'] = f['allIsp_post']\n", " event_data[eventname]['Overall'] = f['overall_post']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype([('a2', '][][]\n", "event_data[eventnames[0]]['IMRPP'].dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are some brief descriptions of these parameters and their uses:\n", "\n", "distance: luminosity distance [Mpc]\n", "\n", "time: geocenter time of signal arrival at earth [s]\n", "\n", "mass1_det: primary (larger) black hole mass (detector frame) [solar mass]\n", "\n", "mass2_det: secondary (smaller) black hole mass (detector frame) [solar mass]\n", "\n", "right_ascension, declination: right ascension and declination of the source [rad]\n", "\n", "theta_jn: angle between line of sight and total angular momentum vector of system [rad]\n", "\n", "a1, tilt1: primary (larger) black hole spin magnitude and zenith angle between the spin and the orbital angular \n", "momentum vector of system [dimensionless,rad]\n", "\n", "a2, tilt2: secondary (smaller) black hole spin magnitude and zenith angle between the spin and the orbital angular momentum vector of system [dimensionless,rad]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# some functions for plotting various params\n", "def plot_param(param, waveform_type, xlabel, ylabel = 'Posterior PDF'):\n", " # plots probability densities of the param for each of the events overlayed on each other\n", " \n", " # if we're plotting spins, we want to make sure that we don't leak \n", " # density past the allowed spin range\n", " reduced_range = None\n", " xLim = None\n", " if ('spin' in param):\n", " reduced_range = (-1.0, 1.0)\n", " xLim = [-1.0, 1.0]\n", " \n", " # use hex codes similar to colors used in papers\n", " sns.kdeplot(event_data[eventnames[0]][waveform_type][param], label = eventnames[0], \n", " color = '#0072b2', clip = reduced_range)\n", " sns.kdeplot(event_data[eventnames[1]][waveform_type][param], label = eventnames[1], \n", " color = '#d55e00', clip = reduced_range)\n", " sns.kdeplot(event_data[eventnames[2]][waveform_type][param], label = eventnames[2], \n", " color = '#009e73', clip = reduced_range)\n", " plt.xlabel(xlabel)\n", " plt.ylabel(ylabel)\n", " plt.xlim(xLim)\n", " plt.title('Posterior Probability Densities of %s using %s'%(xlabel,waveform_type))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { 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\n", 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C+INrMdRr4mHFCncxfVQ7HundrPILXUxUVFRxvz7Aq6/OBGDSpHE0bBjF4cOHWL/+H3r10mr7vXr1YcuWRMxmMw0aRJRrNz6+HQaDNnGhU6fOZGScICgoiLy83OJr8vI0h3DrreN4660Z3Hff3fTq1YeoqKhy7f766yJ0Oh2bNm1gz55dTJv2DK++OrNCLVVFtQAUHsNWkPNv4d/3DupeM6vcwr8I/7iLqHvFK9jzTpPz/WTstsr2PFcoKqZ//4Fs2rSBlJTk4mOHDx8iI+MEer2eVq1a8/PPPxZ39/Tu3ZcffviWLl26VWj3008/ZO7cbwDYvXsXUVGNiI1tyeHDh8jOzqKwsJCtW7eQkNCRrVu3MGzYCGbNeo8mTZrQoUOncu2+++5HvPPOh7zzzofExbXhqadecEnhD6oFoPAQdruds/Pu1Qr/PhOoe9WMc7p8KiKw3yTMqb9jTv2N/NX/R9CAe9ysVnE+ExQUxGuvvcn778/m/fdPYbVaMBiMPPLIEzRq1JgePXrxyScfEBvbEoC2bdtz4EBacZ99edxyyzhefPFp/vlnDQaDgSeffA6j0ciUKQ8wder/sNlsjBhxBZGRDTGZTEyb9iwAERGRPP74027/3GXhM3sC18YNYSIjQ8jIyPG2jEqpDTrz13zE2YUPYmzRi7DJi9EZ/M45X5lGW84JTs/ojd2UQ/h9yzE2bu9uyWVSG+5lZfiCRvANnb6gESrWqTaEUXgVy7FUzi56HF1wA0Jv+fw/hX9V0Ic0JOT6d8FiIvubidgLC9ygVKG4sHCrAxBC9BJCLC/j+CghxEYhxD9CiDvcqUHhfXKXvQRWMyHXzsYQFl1jOwHthhPYZwLWo9vJXfK8CxUqFBcmbnMAQohHgI+BwFLH/YA3gaHAQGCSEKLRfy0ozgcsR5IwJ/+EsVk3/NuPcNpe3ZHTMETGkb/yXcy7/nKBQoXiwsWdLYC9wNVlHG8L7JFSZkopzcBq4CI36lB4kdxlLwEQPOzJKg/6VoQuIJiQmz8BvZGc7yZjyz3ltE2F4kLFbbOApJTzhRAtyjgVCmSVeJ8D1KvMXnh4UK3coDkyMsTbEqqEN3Tm79tIxo4l1Gndjyb9RlfqAKqsMXIA/le/wIl5T2D++UGaTpnnEudSVXzhO/cFjeAbOn1BI9RMpzemgWYDJZWGAGcqS5SZmec2QTXlfJgh4E6yf50FgP/ghzl58myF11ZXo73nZPwSfyFn0wIOL/mAwB43O6W1qvjCd+4LGsE3dPqCRqh0FlC56bwxC2gn0FoIUV8I4Q8MAP7xgg6FG7Gb8zAnL0IfHoNf3CCX29fpDYTc+CH4B5O79EXsFrPL81Ccv3gyGij8N8KnxWLhxRef5u67J3LHHWNZvXoFALt3S+6+eyJTpkxi6tQpnD6tdXH+888aJk0ax6RJ45gx41VcNX3fYy0AIcRNQF0p5YdCiKnAMjQH9KmU8oindCg8g2nHEuymHAL7TUKnd089w1A/hjq9biN/1XuYtvzgsVaAwrfxZDRQoMwIn8uWLSY0NIynn36RrKwzjB9/M/37D2TWrDd44IGHad1a8OOP8/n66y+YMOFO3ntvFrNnf0hYWBhff/0FZ86cITw83Ol74VYHIKVMA3o7Xn9T4vjPwM/uzFvhXUyJ3wMQ2PV6t+ZTZ8A95K/5kLzlswjodqPbnI3C9Rz/7mEy1811qc2AjqOpO2pahdd4MhpoTEyLMiN8Dh58CYMHX1z83uAIifLccy8TEaGFebBarfj7B5CcnETLlnG8886bpKcfYdSo0S4p/EEtBFO4AdvZk5jlHxijO2FsFO/WvAzhzQjocg3W46mYdy5za16K8wNPRgOFsiN8BgUFERQUTF5eLk899Sh33DEZoLjwT07exoIFc7nuupvIyjrDli2JTJ78P2bMeJu5c7/h4MEDLrkXKhaQwuWYti0Am4UAN9f+iwgadB+mxO/IXz6LgPbDPZKnwnmibpiO/uJnKr/Q1fl6MBqo3W4vd4ba8ePHeOKJh7nqqmsYOnRY8fE///yNOXM+5fXX3yI8PJzQ0HrEx7crzrtTp67s3r2LmJjmzt0IVAtA4QZM234EnY6AzmM8kp+xcXv8WvancP9abDkZHslT4bt4MhpoeYX/6dOnmDp1CpMn/4+RI68sPr5s2WLmz5/L7NkfEB3dFAAh2rJ//17OnDmDxWJh+/ZkYmNjnboHRagWgMKl2PKzKEz7B2PTrhjqNfZYvv7xl1K4bzXm3X+5fdxB4dt4MhpoecyZ8xk5OTl8/vnHfP75xwBMnz6Lt96aQVRUI5544mEAunTpxoQJd3LnnfcwdeoUAIYMuYSWLeNccCdUNFCnOB/mCLsa07Yfyf5yrLaX79DHq5zOWY2WI0lkvtmfgK7XE3rTRzW2Uxm+8J37gkbwDZ2+oBFUNFBFLcEsfwe0GrknMTTpgD4kCvOuv9SmMQpFFVEOQOEy7HY75tTf0QVHYGza1aN563Q6/NoMwX42A8vR5MoTKBQK5QAUrsOanowt+xj+8Zd4ZT6+v9DmVRfKPz2et0LhiygHoHAZptTfAM93/xTh32YI6HSYU//wSv4Kha+hHIDCZZhTfwedXiuIvYC+bgTG6M4Upq3DVlD7B+4UCm+jHIDCJdgKsrEc2IAxphv64AZe0+HX6iKwWbAcSfKaBoXCV1AOQOESCvetBZsV/7iBXtVhjNbiu1jSlQNQlM3mzZt49tl/pygnJm7knnvO3Zk2M/M0118/mg8//JApUyYxbtxNjBx5aXGkz6KIoc5EBLXZbEyf/jJ33jmeKVMmcfjwoeJrrVYrTz31COvWrS0+9u67s7jzzvFMnDiWRYsWuuReqIVgCpdQuEcLZ+vXepBXdRibaA7Amq5mAimqRteu3Zk+/RXS04/QpIm2Z/XSpYsZNmwEkyZN4qqrbmTz5k389NN8nn/+leJ0zkYEXbVqOWazmQ8++IyUlGTeeedNXn11JkeOHGbatGc5ceI4I0eOBjSndfjwIT744DPMZjO33nodgwZdTGhoqFOfXTkAhUsw71kJxkD8mvf0qg5DZBwYA7EoB1DreXjjz3y/d6tLbY5q3I7n2g2tVhqdTsfIkVewbNlixo/XWgLLli1m+vS3KkznbETQpKSt9OrVB4CEhA6kpu4EIC8vj0cffYqvv/6i+Nr27TsQF9emWK/NZsNodL74Vl1ACqexnT2JNT0Zv9je6PwCvapFZzBibNwey7EdapMYRZW5/PJR/PmnNottx44UGjVqRGRkwwrTOBsRNDc3l+DgusXv9Xo9FouF1q3b0KLFubF+AgICCA0NxWKxMG3as1xxxVUEBQXV+PMWoVoACqcp3LsKAL+4AV5WomGM7ojlUCLWExJjkw7elqMoh+k9RvFIi0HelgFA/foNaN68BSkpSSxZ8gtXXHF1jexUJyJocHAweXn/bnVrt9srrNVnZ2fz9NOP0qVLN269dXyN9JVGtQAUTmPerfX/e3sAuIiiQl/NBFJUh1GjrmLp0l/Zvj2lOBJodalORNAOHTqxbt0aAFJSkisM8GYyFXD//ZMZMeIKxo2bWCNtZaFaAAqnKdyzAl1gKMamXbwtBSjhANQ4gKIcNmxYf07f/bPPTqNnz9689dZ0hg4djr6GK9mrExF0wIDBbNy4nrvuuh273c4TTzxb7rU//jif9PQjLFq0sHgG0BNPPFs8aF1TVDRQJzgfIgU6i/XMYU5Pa4d/22HUm1Dz7f1cqdFuyuXkU03wa9mfsMm/usRmEb7wnfuCRvANnb6gEVQ0UIWXKHR0//i1GeRdISXQBQRjiIjDkp6Mr1RwFApvoByAwinMu/8GwD9ukHeFlMIY3QF7/hlsmQe9LUWhqLUoB6CoMXa7ncLdK9CFNMTQqK235ZyDsUknQI0DKBQVoRyAosZYj6diyzmOf9zAcmc6eAtDVDwA1hO7vKxEoai9KAegqDHm3csB8G892LtCysDQUJtSZzmx28tKFIrai3IAihpT6HAAfq1rx/z/khjqtwC9EWuGcgAKRXkoB6CoEXarhcK9qzFEtMIQ3szbcv6DzuCHoUGscgAKRQUoB6CoEZZDidhNOV6P/lkRhoatsedlYss95W0pCkWtRDkARY34t/9/kFd1VIQhQhsHsKpxAIWiTJQDUNSIwt0rQKfDL+4ib0spF0PD1gBYVDeQQlEmygEoqo3dlEvhgfUYozujD6rvbTnlYojUHIBqASgUZaMcgKLaFKb9A9bCWt3/D2AscgCqBaBQlInbooEKIfTAe0AnwARMlFLuKXH+IeBGwAa8LKV0zSaXCrdj3rUcAP9aOP2zJLq6EejqhGHN2FP5xQrFBYg7WwCjgUApZR/gMeCNohNCiDDgXqAPMBSoeO81Ra2icPdyMAbgF9vH21IqRKfTYYiMw3pqH3arxdtyFIpahzsdQH9gKYCUch3QvcS5XOAAEOz4s7lRh8KF2HJPYUlPwq95L3R+dbwtp1IMka3BWogt84C3pSgUtQ53bggTCmSVeG8VQhillEVVsUPADsAAvFKZsfDwIIxGg+tVOklkZIi3JVQJV+nM2rcEgLAul7n8s7vlXrZoT0YiBJuOEBLZ2SUmfeE79wWN4Bs6fUEj1EynOx1ANlBSkb5E4T8caAwU7Xy8TAixRkq5oTxjmZl55Z3yGufDZhHVJSdxMQCFjXu79LO7616agmIAOL0niYJo5/cs9oXv3Bc0gm/o9AWNUOmGMOWmc2cX0BrgcgAhRG+gZFzeTCAfMEkpC4AzQJgbtShcgN1ux7zzN3RB9TE26+ptOVWiaC2AGghWKP6LO1sAC4FLhRBrAR0wXggxFdgjpVwkhLgEWCeEsAGrgd/dqEXhAqxHU7BlHyWg63Xo9LWvO64sDA20Rqb15F4vK1Eoah9ucwBSShtwV6nDqSXOPwuUvwuyotZh3vkbAP7xQ72spOro/IPQ14tWDkChKAO1EExRZUypv4FOh7+42NtSqoUhohW2M4exF+Z7W4pCUatQDkBRJWx5mVjS1mOM6YE+uIG35VQLQ0RLAKwn93tZiUJRu1AOQFElzLv+ArsN/7aXeVtKtTFEtALUOIBCURrlABRVorj/v63v9P8XYYgscgD7vKxEoahdKAegqBS7tRDzzqXoQxtjbNLR23KqjWoBKBRloxyAolIK967GnpeJf8JIdDqdt+VUG0ODWNDplANQKEqhHICiUkzJiwAI6Hill5XUDJ1fIPp6TZUDUChKoRyAokLsNiumlJ/RBUfgF9vX23JqjCGiJbasdOzm2hdSRKHwFsoBKCqkMG099pwTBCSMRGdw58Jx9/LvOIAaCFYoilAOQFEh5qQfAQjoeIWXlThHsQM4pRyAQlGEcgCKcrHbbJiSf0ZXJwy/Vs5H0vQmxVNBM9Q4gEJRRLkOQAjxSYnXrT0jR1GbsBxKxJZ1BP92w9EZ/b0txyk8ORXUYrOx93Qef+07zZaj2Rw/a8Jut7s9X4WiulTUqdulxOvvAd+I/6twGb4++6ckhgYtQKd3qwNIOpbDzLUH+GPvKczWcwv8JiEBjG7bkGsTomjfsK7bNCgU1aEiB6Ar57XiAsBut2NK/gldQF382wzxthyn0RkD0IfHYMnY7XLb2QUW7lucyq+7TgIQHxFEp0YhNA+rQ5bJwqGsAlYfyOS9DYd4b8MhrmrbkKcGtaRZvUCXa1EoqkNFDsBezmvFBYA1PRnbqTQCOl+Nzu/8KKiMDVtjTv0dW/4Z9HVcs/9QenYBN/6QzM6MXHpEh/LIRS0Y0Dz8PwvmCixW/tx7mrfXHWThzhMs2X2SxwfEclePpj65uE5xflCRA2gshHimjNcASClfcJ8shbcxJf8EQEAH3+/+KcLQsA2k/o71xG70zXs4bW9fZh5Xf7ON9BwTt3dtwkuXtMagL7swDzQaGCEiGd4mgvnbj/PsX3t59q+9/HPoDG+PiCcs0M9pPQpFdaloFtD7aF0/ulKvi/4U5zGmpEVgDMQ//lJvS3EZhkjH9pAndjltK7/Qyu0LtpOeY+KpgbG8cmn5hX9J9Dod1yY04u/bu9M/Joylu09x2Reb2Z+p9ipQeJ5yWwBSyuc9KURRe7Acl1hPSPwTRqELOH8GLA0N2wC4ZBxqvz9eAAAgAElEQVTg8d93syMjl9u6NOHePs2rnT6qbgA/3NCJl1fuY/a6Q4z4cjNfX9uBLo1DndamUFSVCpd2CiHGA/cA8WibuO8A3pFS/uABbQovUdz94+OLv0pjdDgA6wnnHMB3ycf4JukYnRrV5cWLW9XYjkGv4+lBrWhWL5DHftvNVd9s5atrOtC/ebhT+hSKqlLROoB7gAeA14AewEXAe8CTQog7PSNP4Q1MST+BwQ//tsO8LcWl6OpGogus51QX0IkcE0/9sZuQAAMfj25PoNHgtK5xXaL57KoELDY7N/+QzMq0TKdtKhRVoaIxgDuBwVLKH6SUO6WUqVLK74HhjnOK8xDryX1Y05Pxbz0YfZ163pbjUnQ6HYaGrbGe2ofdaqmRjccX7yTbZOWJAbE0D6vjMm3D20TwxdUJ2Ox2bpmXzIq00y6zrVCUR0UOwCalPFX6oJTyqBv1KLxM0eIv//Ng8VdZGBq2AWsh1tNp1U6bmJ7NpxsO0S4ymNu6NHG5totbNeCLMQnY7XZunZfC3/uVE1C4lwodgMdUKGoNpqSfQG8goP3l3pbiFozFM4GqNw5gs9t5/DctzSuXtsaod08YrSEtGzDnmg4AjJ2XzF/7/lMHUyhcRlXXAZREBzRykx6FF7GeOYzlUCJ+rQehD27gbTluwVA8ELwL2g+vcrqfUzPYeiyHGzo3oU+MaxaRlcfg2PrMGZPA2PkpjFuwne+u60hfN+epuDCp6jqA0vP/P3CzLoUXKI790+H8mv1TkuK1ANWYCmq12Zm+Og2DDqYNj3eXtHMYFFufz69OwGrTxgSSjuV4JF/FhUWl6wCEEOFSSjUt4QLAnLQIdDoCEkZ5W4rbMETEgt6ApRozgX7ceYJdp/K4uWMjWkUEk5HhmcJ4SMv6/N8Vbbnjxx1c/30Si27pTOsGwR7JW3FhUNE00IFCiHTgpBAiVQjRwYO6FB7Gln2cwrR/MLbojT40ytty3IbOGIChfosqTwW12GzMWJOGUa/jgb7VX/DlLFfEN2TGsDacyi/kuu+TOJxV4HENivOXirqAZgCTgFBgJtp6AMV5iinlF7Dbz4vQz5VhiBLY805jy8mo9Np520+w93Q+N3VsRIwLp31Wh1s7N+GpQS05km3i2u+3kZFr9ooOxflHRQ7AT0r5i5QyV0r5IeD56o/CY/wb/O387f8vwtioHQCWY9srvK7QauONNWn4G3TcX4NwD67k3t4xTOnVjL2n87llXjJ5hVav6lGcH1RnGqjJnUIU3sOWe4rCvaswNuuGIaypt+W4HUPj9gBYjqZUeN3clOMcOFPALZ0a07QWxO5/elBLrkuIYsvRHP73Syo2tcuYwkkqmgbqL4Roxr8zf855L6U86G5xCs9g2r4YbNYLovsHwNg4AQDr0R3lXmO22pi5Jo0Ag477vFz7L0Kn0/HGMMGhrAJ+lhm8snI/Tw5s6W1ZCh+mohZAXWBFib9gYKXj9XK3K1N4DHPShdP9A479gY0BWI6W3wX0bdIxDmWbuK1LExqHBHhQXcUEGPV8dnUCseF1mPXPQb5NUgvzFTWnommgLZwxLITQowWP64TWfTRRSrmnxPnhwLOOt5uBe6SUqk3rYWz5WZh3/42hSQcMERdGbVJnMGJsKLAc24ndZkWnPzegm8li4821B6hj1PO/3jEAZBUWkJx1lBOnctl2PJ3T5jzyrYXY7HYaBtSlUWAIXcKi6VU/hkBDhUF2naZ+HT++ubYDw+ds5qGlu4ipF0g/FUFUUQPc+UsdDQRKKfsIIXoDbwBXAgghQoDpwCAp5UkhxCNABFD5tAyFSzHvXArWwgum9l+EoXE7LOlJWE/tKw4PUcRX246Snp/NkI46Xt67lI2nD7Ent2ohGQL1RgZFtuLuVn3pXT/GHdIBaFU/iM+vTuDa77YxfuF2loztSqv6QW7LT3F+4k4H0B9YCiClXCeE6F7iXF8gGXhDCNES+FhKWWHhHx4ehNEFoXddTWRkiLclVInydB6SiwFoPPAmArz8WTx5L3Vx3TiR+B3BufsJbdeVY3nZLD+2l9+P7OaLgykQn8dfZuAQhPoFcnHj1vSIaEa7sChah0YQVacuQUZ/dMCx/BwOnM1kxbF9LDsiWXpc++vXsAVv9xpN1wj3DKxfGRnCh1YY//1Wxi3czvr7LqJeHW1rSV//XdYmfEEj1ExnpQ5ACNFRSplUAz2hQFaJ91YhhFFKaUGr7Q8GOgNngVVCiH+klOWuzsnMzKuBBPcSGRnisVWhzlCeTrspl5ykpRgatiHbvxl48bN4+l6eDYllfVgzZu1Yx8oDe0gtuSZAb6CFIZrxoj39G7SgXWgUBp3+XJ0l1mM1JoTGdULoHRvDo7GDWHf6IO/sWcNvJ3bR65e3uT/uIh5ofRF+etdXYEbEhjG5Z1P+b8NhrvlsA1+O6UCjqFCf/l3WJnxBI1SssyLHUJUWwPdA2xpoygZK5qx3FP4Ap4CNUspjAEKIlWjOwPnNWhVVxpz6OxTmXzDdP2ctZhYf28mSY5IVGXs42/k6sNmpk5vJ4MhW9Apvzvt/52DODWbp5L7Ur1Ozjdp714+hd88Ylmfs5YFti5ixewUrTu5jTo8baODv+m6aZwa1IjUjlz/2nualFfuYfV1nl+ehOD+pigPY4YgKuh5tW0gApJQrK0m3BhgFzHWMASSXOJcIJAghIoAzQG/go+oIVziPKflHAAI6jvayEvdht9vZdOYwn6ZtZMmxVPKshQA0Dwrnyn1rGFSQydDJv1LH4Mdbaw9wJnM/U/vG1LjwL8mgyFasGDiZh5J/4cf07YxY8wnf9ryZ2OD6TtsuiUGv48Mr2zFszmbeWX+I3q0iGBpzfm3mo3APVXEA9dG6awaXOGYHhlSSbiFwqRBiLdragfFCiKnAHinlIiHE48Ayx7VzpZQVr8pRuBS7OQ/TjmXoG7TA0OT8C/Nkt9v59Vgqs/esZktWOgCxQfUZE92Bq6ITiAtuQJZcRuGB9QRazJw02Xl73UEa1PHjnl7NXKYj1C+Q97uMoXlQOLP2rGbEmk9Y0Oc24kMauiwPgHqBfnw5pgOXzUlkwtxtLLq5s9pgXlEplToAKeVgKJ65Y5BSnqmKYSmlDbir1OHUEue/A76rulSFKzHvXAbmXAI7T0an01WewIdYkbGPaal/sC3rKDpgWJRgUmwv+jVocc5nNTZuR+HeVViO7eDNXWGcNVt54pJYQgJcOzdCr9PxZPzFNA4M5bGUxVy77ksW9R3v8pZAXIMgPriiHTfPS+a2+Sn8Pq4bUXVrzxoGRe2j0m2NhBAthRAbgDRgnxBiixCidSXJFLWcgi3zAAjoPMbLSlzH0fxsJib+wLXrv2Rb1lFGN2nPmkH3MKfHDfSPiP2PozNGa33lx3Zv4vMt6bQIC2SsG7Z6LOL2Fj2Y1u4yjpvOcs26ORzJz6o8UTW5pFUDXhvRlmNnzYxbkEKBRcUMUpRPVfa1+wB4XUrZQEpZH3gF1V/v09jyszCn/oYhqi1GR1wcX8Zut/P1wc30W/Eui47uoHt4U/68aBIfdr2GuLoR5aYzNtUcQNLm1RTa7DwxsCX+Bvds9VjEpJa9eVwM5lB+Frds/JazFtdH9nxoUCuuaR9FYnoODy/dhV3FDFKUQ1V+7RFSynlFb6SUc9HGBRQ+ijnlF7CYCOhyjbelOM1pcx63J/7AA0k/o0fHzI6j+KXv7XSo17jStIaGApsxkNBTKfSIDuXK+EgPKIb74y5ibEw3tmcf539bf3R5UDctZlAbujQO4fuU47y/8bBL7SvOH6riAExCiK5Fb4QQ3YDaNylfUWUKtmr+PNDHu3+Ss45xyaoP+fXYTvrUb87ygZO5JaYr+iqOaVh1enb7taSV9SAvDYz22FiITqfjlYTh9K3fnF+P7WT6ruUuz6OOn4HPr04gqq4/z/+9l7/2nXZ5HgrfpyoO4H5gvhAiUQixGZjvOKbwQWw5GRTuXo6xWVefjv2zKH07o9Z+yuH8LB5uM5AFfcbStE71pj5+te0om+yx+GGlvd2zwW399AY+6X4dMUFhvLF7JT+lV7w3QU1oHBLAZ1e1x6jXMemn7ew9reptinOp1AFIKdcBbYCxwG1AG8cxhQ9SkPgt2KwEdrvB21JqhM1u51X5FxM3z0OHjs+7X8/DbQYVr9StKmcKCnl15X72BLYBwHJ4qzvkVkgD/yC+7H4jwQZ/7t36I0lZro/s2T26HjOGCbJNVm6bn0KuWQ0KK/6loj2Bn3P8/wxtIPhB4AHgfSHEpx5Rp3Apdrudgg1zwBhAQNfrvC2n2py1mBi36Xtm7l5F86BwFvebwOWN4mtka8bqNE7nW+jZYwAAlsNbXCm1yrQNbcj/dbmaApuFsRu/43jBWZfncUOHRkzsFs2uU3k88ftul9tX+C4VVZsSHf+Xc+6+AEV/Ch/DcmAD1hO7CEgYiT7It8bx03IzuXzNJyw9LrkoIpZl/SfSNrRmi6nkyVw+STxCi7BArht0EfgFUeiFFkARwxoJnoy/mPSCbG5PnIvZ5vpa+rODW9GpUV2+TT7G3JRjLrev8E0q2g/gZ8fLm6SUl3lIj8KNFGyYA0Bgz7FeVlI9Vp/cz4TEH8gszGdii5680O4yjPqaTde02+08/ecerHZ44eI4AgP8yY/ugOXgJuyF+ej8vLPx+/9a9SMl+xg/pm/niZQlzOg40qX2A4x6PryyPZd8volHlu2ie3QoLcNV+OgLnao8RXUcW0EqfBhbQQ4FWxegD2+OX9xAb8upMp+lbeS69V9x1mJiZsdRvJwwvMaFP8Cf+06zfH8mA1uEc1lcAwD8mnYBmxVLenIlqd2HTqfjzY5X0D40ijkHE/niwCaX5xEbXocZl7Uhr9DGvb+mYrWp9QEXOlV5kiKBNCHEUSHEPiHEfiHEPncLU7gW07YFWuiHHjejc6IA9RRmm5VHkn/l0ZTFhPkFMr/3WG6J6Vp5wgqw2uy8uHwfOuD5Ia2Kp30WLQizHPLOOEARwUZ/vuh+A/X96vBEyhLWn3b9zKSr2kVxZXwkGw5n8/7GQy63r/AtqlISDANaokXsHAwM4tzAcIpajt1up2DtJ6A3ENir9nf/bM8+zmWrP+LzA5toFxLFsv530LuB8xuz/5ByjJ0ZuVzfoRHtGtYtPm6M0fYqKjy40ek8nCUmKIyPu12LDTu3J84lPT/b5Xm8OrQ1kcF+vLJyP6kZuS63r/AdqjIN9ADQD5iEtmXjQMcxhY9QsG8jliNb8W83HEM998W6cRaLzcasPasYuupDtmcf55ZmXfil3+00Cwpz2nZ+oZVXV6URYNDx6EUtzjlniIhDVyeMwgMbnM7HFfSPiOWFdpeRYcpl/KbvKbBaKk9UDRoE+fPGMIHZaufBpdLlK5EVvkNVgsG9ClwOXI02aDxeCPGGu4UpXMfpv/4PgDp9JnhZSfnsyspg1NrPeCn1L+r7B/FNj5uY2ekK6hr9XWL/k81HSM8xMbF7U6JDA885p9Pr8WveA9upNGw5tWNb6oktenJ9005syUrn4eRfXB7PZ1jrCEaJSDYeyeabJNevP1D4BlXpAroMuBUokFJmA5cCw92qSuEybHmZZK//Dn2DWPxa176eO5vdzkf719P5p5kknjnM1U0SWDnwbi6Jcl3A2cz8QmatPUhYoJH7+pS9UbuxeU+AWtMK0Ol0TO8wki71mvD94W18kuZ6XdMuiaOuv4EX/t5HRq7rg9Ipaj9VcQA2x/+iKkhAiWOKWk5B4rfYCwuo02dCrRv8PZR3hmvWzeHJ7UsJMvrxcddreL/rGML9XTsV8+11B8kyWbivTwxhgWXv9OVX5ABqwThAEYEGI591v57IgGCe3rGM1Sf3u9R+45AAHh8Qy5kCC8//vdelthW+QVVKhLlo+wLXF0LcD6wEvnWrKoXLKNj4NRj8COxxs7elFFMUvnngyv9j9ak0hkUJtl/1MFc0cX1o6sNZBXy86TDRoQFM6BZd7nXGmG6g02FxQ03bGZrUCeXTbtehR8eExB9Iy810qf3bu0bTIaouc1OOsznd9QPOitpNVQaBXwM+AX4AYoBnpZQvuVuYwnks6clY05MJ6TQCfXADb8sB4Iw5n7GbvuOBpJ/RoePtTlfyRffriaoT4pb8Xlu1H5PVzqMXxRJoNJR7nT4wFENUWwoPbcbu4kFXZ+lVP4bXO4wgszCfsZu+5azF5DLbBr2OFy+OA+CZv/aovQMuMKoyCDxbSrlMSvmwlHKqlPIXIcQXnhCncI6CTd8AUK//bV5WopGcdZRLVn/IsuO7uCgilpUDJ3NDs85uC8O848RZ5qYcp21kMNe2j6r0er/mPaEwD8vR2rc99c0xXbmjRU9SczK4e8tCl87c6RsTxuVtIthwOJtfZO0YBFd4hnJDQQghPkab/99dCFGybe4HVC/ursLj2K2FFGyeiy6oPiGdLseU6bpaY0345ehO7t6ygAKbhQdbD+ChNgOrHcGzukxbsQ878Myglhj0lTsZv+Y9KVj/OZYDG/BzLA6rTTzf7jLk2ZMsPS55Tf7N4/FDXGb7mUEt+X3PKZ7/ex9D4yIIMNau8SKFe6joW54GvADsB54v8fcY2mIwRS3GLP/AfjaDwK7XonPRVMqaMudAIhMTf8Cg0/N1jxt5VAx2e+G/5kAmf+w9Tb+YMIa0rFrgO2PzHgAUpq13p7QaY9Tr+ajrNbQICufNPatYeMR1LZWW9YO4vVs0B7MK+DhR7SB2oVDuUyilTJNSLpdSdgJ2SSlXoM3+6Qzke0qgomaYNn0HQED3m7yq4529a3go+RfC/euwsM9tXBrVxu152u12XliuRSt5ZnDLKncxGRq2QRfcgML9/9TavvBw/zp82eNG6hr9uW/bT2w7k+4y2w/2a054oJGZaw9wMk9NC70QqMoYwP8B04QQ7YBvgK6oTeFrNXaLCbP8HUNES4zR3uvK+DRtIy/s/IPowFB+7juezmGeWYX8s8xgy9EcroyPpEvj0Cqn0+l0+MX2xXbmMLZMz+4QVh1ESCTvdxmDyWZh7CbX7SEQFujHQ/1bkGOyMn11mktsKmo3VWmH9wQmAtcBn0gpJwDCraoUTlG4bw1201n82w332D63pZl3OInHUhYT4R/MvN5jiasb4ZF8C602XlqxH6Nex+MDY6ud3q9VP83OvjWuluZShka14cn4izlakMO4Td9jctHMpXFdmtCqfh3mbElHnlRxgs53quIADI7rrgSWCCGCgGC3qlI4hXnHUgD82w7zSv6rTu7n3m0/EWoMYG7vW2hV13NTUOdsPcr+zHzGdm5co3j3fi19wwGAtofA1U06kHjmMI+m/OoSm34GPc8NboXVDs/9pRaHne9UxQHMAY4CaVLK9cAmtC0iFbUQu92OacdSdIGh+MX28Xj+e8+eYkLiXPQ6HV/1uJGE0EYey/usycIba9II9jfwYL8WNbJhbJyALrCeTzgAnU7Hm51G0bFeY745tJVvDromnPXQuAZc1DyMP/ed5u/9p11iU1E7qcpCsJlAI2CsECIMGCClnOV2ZYoaYT2xC9vpNPzbXOzx2T9nzPncsvFbzhQWMKPDSJeEcK4O7204xMm8Qu7u2YzI4Jp9dp3egF9sb6wn92F1wybtrqaOwY9Pul1LPb9AHktZTEq289s96nQ6nh8Shw549s89WGwq8sv5SlUGgVsC64A0tCmhvwshXBepS+FS/u3+GerRfG12O3dvXcje3FNMadWXG5p5dvA5PbuA9zYcIjLYj8k9mzply69lf8A3uoEAmgeFM7vTaApsFiYm/kC2ucBpmwlRdbmpYyNST+bxTZLaQ/h8pSpdQB8Ar0spG0gpw4FXULOAai3mnUtBp8M/3rMOYPbe1fxxYjeDIlvxZPzFHs0b4KUV+8krtPHEgJbU9S93fWOV8GvZF/AdBwDaxvJTWvVlX+5pJqyZ65JprI8NiCXIT8+rK/eTY6pd4TEUrqEqDiBCSjmv6I2Uci5QtZU1Co9iy8ukMG0dxpju6EMiPZbv6pP7eSX1bxoHhvBe56vcvsirNFuOZvPD9uMkNKzLDR2cH3MwNu0M/sEU7l3tAnWe4wlxMb3rxzAvLYmP9ju/mC2qbgD39WnOybxCZv1Te6fFKmpOVZ5UkxCieDNWIUQ3IM99khQ1xSz/BJvVo7N/jhfkcOeW+eh1Oj7qei0RAZ6dIGa323n6zz0AvHhxqyqFfKgMncEPv9g+WE9InxgHKMKo1/Nh12toGFiX53b+zqZM51f03tWjKdGhAXyw8RAHz6j1n+cbVXEA9wPzhRCJQojNwHzgvsoSCSH0Qoj3hRD/CCGWCyHiyrlmiRDirupLV5TGvFPr/w9o5xkHYLHZuHPzfDJMuTzT9hJ61m/mkXxL8n3yMTYczubyNhH0ax7uMrv+QouzU7jrL5fZ9ASNAkP4duDNWO027to8n+xC58YD6vgZeGpgS0xWO9NW7HORSkVtoSqzgNYBbYCxwG1AG8d00MoYDQRKKfugxQ8qaxvJaajuJJdgt1owp/6Ovl40hsYJHsnzVfkXa08fYESjttwZ29sjeZbkVJ6Z5/7eS5CfnmkX/6d+4RT+rTUHYPYxBwAwpElr7o+7iIP5Z3g0ZbHT9q5q15CujUP4cWcG6w6dcYFCRW2homigTYAZQHtgLfC4lLI6335/YCloTkQI0b2U/WvQYgstqYqx8PAgjBXEc/cWkZHuiWNfXfJ2reZkXiZhg6+nYcP/hj9wtc5fDu3g7b1raBXSgK8vvol6LtjFq7oaH/luK6fzLcy8oh1d4lw75mGP6ElOWGMse1cQ0SD4nN3Uast3XhGv9RvJ2qwDzD+SzJUtE7g1rptT9t69thN93l7NE3/uZfPUAfgZXDPO4wv30hc0Qs10VjRd4jMgGfgauAZ4ExhfDduhQFaJ91YhhFFKaRFCJAA3Oew+UxVjmZm1b9ghMjKEjIwcb8sA4OzaBQBYYwf/R5OrdR7Iy+SWVd8QoDfwYecxmLMsZOCc/epqXJWWyecbD9Exqi43xEe45XswtBqEKfFbjiX9gzG6Y410eoPIyBDOnMpjdsJohqx6n8lr5yOMEcQG17yx3SrIyK2dGvPltqO8tGQn9/Qqe2/l6ur0hXtZ2zVCxTorcgwVufFoKeVDUspfgUloMYGqQzZQMme9lLJoLtlYIBr4CxgHTBVCeCduwXmCecdSMAbiHzfQrfmYrNpc86zCAl5NuJwO9Rq7Nb+yyCoo5N7FqRh08MZwgdFNex0XjQOYd/3tFvvupkVwOK8ljCDXambylgUU2qxO2XtqUEsa1PFj+uo0Dmc5v9ZA4X0qenKK48FKKQtLvq8ia4DLAYQQvdFaE0X2HpFS9pJSDgI+B2ZKKZdW077CgfX0AazHd+LfeiA6/+rHv6kOT+9Yxraso9zQtDM3Nevi1rzK49HfdnMk28SD/VrQqZH7muf+rQcDvjkOUMS1TTtyTXRHNp85wvRdy52yFV7Hj2cHtySv0MZjv+2utSGzFVWnOlWn6n7bC4ECIcRatO6jB4QQU4UQV1TTjqISzDuXAe4P/jbvcBKfH9hEu5AoXu1wuVcijS7ccZwFO07QrUko9/d1vhuiIvQhDTE0TqBw/1rs5trXBVlVXku4nJigMGbtWc3aU2lO2bq+QyMuah7Gb3tPMW/7cdcIVHiNisYA2gshSs77ina81wF2KWXLigxLKW1A6emdqWVc91wVtSrKwVQU/qHdZW7LQ+Zk8FDyL9Q1+vNpt2sJMvi5La/y2HMqjweX7iLIT8+7o+Ld1vVTEv/4S8k/moJ5zwoC2g13e37uIMQvgPe7jGHkmk+5d+tP/D3gLkL8AmpkS6fTMXO4YOAnG3nyjz0MaBFOVN2a2VJ4n4qeoDbA4BJ/Re8HOf4ragF201kK96zE0KQDhjDnYuCUR06hidsT55JnLWRWpytp6cHwzkWcNVsYvzCFs2YrM4eLGoV6rgkB7S8HwLzd+emU3qR7eFPujevHwfwzPLNjmVO2mofV4ZnBrThTYOHhpbtUV5APU24LQEp5wJNCFDXDvHsFWM0EtHVP7d9qtzF5ywJ2nz3JnbG9GdW4nVvyqQi73c6DS3YhT+ZxR7dorm4X5bG8jTHd0QVHYNqxhLo+HhXzoTaD+P3Ebr4+tIXhjeIZ6sT2nOO6NOGX1AyW7jnFF1vTGdcl2oVKFZ7Cs0FbFC6naPWvv5scwEupf/LbiV0MimzFs20vdUselTFjzQEW7jxBj+hQnh3SyqN56/QGAtoNw55zAsuhRI/m7Wr89Qbe7XwV/noDDyQt4pQT4xp6nY53RsYTHmjk6T/2sP2Ea7alVHgW5QB8GLvNhnnnMnTBDTDGdK88QTX59tAW3tm7llbBDfio6zUe6XMvzXfJx5i+Oo2YeoF8dnUC/i5agFQd/Iu6gXZUac1iraZdaBSPthlMhimXR5J/dar7pkloIG+PiMdktXPnTzvINTs3zVTheZQD8GEs6duwZR/DP34oOr1rV0n/eWI3U5N+JswvkK963Eg9v0CX2q8Kq9IymbpEUi/AyDfXdqBhDTd5cRb/1oPBGIjJx8cBiri7VR96hjfj56M7WJCe4pSty1pHMKl7NLtO5fHUH7tdpFDhKZQD8GHMKb8Arg/+tvVMOhMSf8BPZ+DLHjd6dE/fIlIzchm/MAW9Dr4Yk0CbCO9tQ60LCMa/9SCsx3ZgPuH7AdEMOj2zO48myODHYymLOZqf7ZS9pwe1omNUXb5OOsaCHWpqqC+hHICPYrfbMW2dD35BLt38ZUf2cW7c8DUFVgvvdx1Dr/runWtfFsfPmrjphySyTVZmXR5P35gwj2sojX/CCACyNy3wshLXEBtcn+fbDSWrsID7kxY51RUUYNTz4ZXtCPY38NDSXeyrhWFbFGWjHICPYjmyFevJfQQkXI7ORTH4d2QfZ8y6OZwy5/FGx5Fc3p466C0AACAASURBVCjeJXarQ1ZBITfOTeZwtoknBsQypr3nZvxUREDCSNAbyV7/nbeluIyxMd0YEhnH3xl7+eKgcwPcLesHMf2yNpw1W5m4cAd5hWo8wBdQDsBHMW3RNmkL6HyNS+ztzD5RXPjP7DiKm2O6Vp7IxeSardz0QzIpJ84ytnNj7uvj+dZHeeiDG+DfZggFaYlYMvZ4W45L0Ol0vNlxFGF+gTy34zf25Z52yt417aO4tVNjUk6c5cGlUq0P8AGUA/BB7DYbpq0L0AXWw184v//uzuwTXL3ui+LC/xYvFP4mi5VxC1LYeCSbq9s15LWhbbwSaqIiArqMAdC63s4TGtcJ5bWEEeRZC5mydSEWJ9c6vHxpa7pHhzJ/+wk+2Oj8jmQK96IcgA9iObAeW9YRAjqMQmd0bhm+VvPXCv83Ooz0SuFvsdm48avNrEjL5LK4BsweEe+SrR1djX/7Eej8AjBtmXde1W6vik5gdJP2bMo8zDt71zhlK8Co59PR7WkY7M/zf+9lZVqmi1Qq3IFyAD5Iwea5AAR0HuOUnaLC/6Sj8L+1uXObhtQEm93Ofb9KFiYfo39MGB+NbueyzUZcjT4wlLqdRmh7BR/b4W05LuW1hBE0Cgjh9V3LSXZyH+RGIQF8elV79Lr/b++8w6uq0j387tNyTnohCYQaQtgSeg9NmgVFRZrYAEGKbbzXOo4zozOW8Trq9doVGKoiCoJUKSIgICAEpATYQEIvISEh/fR9/zgJREwvpyTrfZ48J9lrr3V+58vZ69t7le+TmLY8WeQS9mK880oTlIlqycOy91s0wU3Q1yD2/9Hc653/ux7s/F9cd4zFyWn0bhHK/NEdMHph1reShCQ+AIB532IPK6ldwgwmPugyArvq5Il9yzA77BVXKodezUL4163xZBbaeWRpspgU9lKEA/AxzL99h2rJxdh7IpK2vGCuZXM09zKjdlzv/Cd4oPN3OFWe/UFh/m8X6RAVyJqpvQn0q97ncSeBnYcjmUKx7FmIWsNO0tsYHBnH5JY9UfLSefPoxhq3N7FrzLVJ4Wd/EJPC3ohwAD6GecdskDQYe0+sVn1X5z+fDGsB73Qc7rHO/+nVR1l44BKdGwfy3QOdCff3zC7fqqIxmPDrOgZnziWsygZPy6l1Xkm4lbiACL44uZNtGSdr3F7xpPDSw5f57FcxKextCAfgQ9jO7sV+bh+GhDvQhlY9+qKSm17U+efz747Dmdiy9uMHVYTd6eTJVUdYnJxGtyZBLLm/M2Em9+cWqAnGXhMAMP+6wMNKah9/rZ5PuoxEK0n86bfvybbVLPVjyUnh1zansOVUzZaaCmoX4QB8CPOO2QCY+j5a5bqn8rMYs/N65/+IBzp/m8PJYyuOsPSwK7Lnt+M6E2L0rc4fQN+sC7qYTlgPr8WZe9nTcmqdbmFNeTb+Zs6bc3hmf812CcP1SWGtJDHt+8OcEpPCXoNwAD6CM/8K5r3foolohT5+SJXqns/PZsyu+aRZ8ng94XaPdP5Wh5Opyw+z4mg6ic1C+Oa+TgQbvX/MvyyMvR4Gpx1zUv3ZGVySZ9rcTJ/wlqy6dITZp3bXuL1ezUJ4+/Z4ssx2Jn53iDxL/Zo/8VWEA/ARCnfMBrsZU7/pSFUIy5xhyefWdV9wpuAqL7YdxPTWiXWosnQsdiePLktmzbEM+rcI5ev7OvnEhG95+HW7D3R+mHfOQfXxRDGlodNo+LzrKCIM/rx6ZD37r16ocZsPd45hcrcYjqTn89TqozidYlLY0wgH4AOodivmX2Yi+QVh7DW+0vVybGbG7fqSI9mXeax1Is/F31yHKkvHbHcwadkh1p24wsBWYXw5tiMBBu9e6lkZNP7h+HUZjSMjBdvxTZ6WUyc0MQXzSZeRWJ0OJid9S4Ylv8Ztvj60Df1ahLLmWAavbzhWCyoFNUE4AB/Asv87nDmXMPaeiMYYXKk6BQ4bD+3+moM5l5jStjf/bHeb20MrFNocTPjuED+mZDKkdTgLxnTAX+/7nX8xpr5TASjcPsPDSuqOIVFt+HPbQZwtzObRpMVYnTVbz6/Xaph1bwLNg/34x/pjrFbSa0mpoDoIB+DlqKpK4c+fgqTB1H96peo4VZUn9y1jV+YZ7o1pz+d9Rru98y+wOXh4yUE2n8zitrgI5o3y/k1eVUXfoju65t2xHlmL48opT8upM56Jv5m7GrdjR+Zp/pr8Q40nhSP8Dcwb3RF/g5YnVx3hsEgn6TGEA/By7Kd2Yj+/H0OHu9GGt6xUndeP/MjqS0foF9GKj7uMROvmVI7Fd/5bT19lWHwEs0e1x09XP79qpv7TQFVdczT1FI0k8WGXe0kIimbe6SQ+qmG8IIAO0YHMu78LBTYnE747RGahrRaUCqpK/bwq6xHFwwuVvftfcDqJT1JdeXxnd78PQy2niqwIc1FUz59PZTGsTQSz7m3vkTy+7sKv00ikgEaYf52HWgtj5N5KoM7Awl4P0tQYzBtHN/L12X01bnNM5xie7duSM9lmpn6fXONIpIKqU3+vzHqAMycNy8EVaKPboW/dr8LzN6en8OKh1UQY/FnY60HCDCY3qLyOxe5k8rJkNp3M4ta4cGbW884fQNIbMfWZjFqQhXnPV56WU6fEmIL5pvfDhOlNPHtgJWsuHa1xmy8OaMWwNhFsPX2VVzem1IJKQVWo31enj1O4ay44bJj6Ta1wDP9o7mUeTVqMVtIwt8c4YgPC3SOyCKvDtdSzeML3PyPr77DPjZj6TQedkYKfP0at4SSpt9M2KJIvez2An0bHlKTFNXYCGknik7vbITfyZ2bSeRbur1kkUkHVaBhXqA+iOuyYd85B8gvCr9u4cs+9Yi3g4V+/Jtdu4cPOI9yex9fqcDLl+2TWp7iWes4Z2b7eTfiWhyYoEmOPB3FeOYX14ApPy6lzeoY1Z1GvhzBotExJWsyqi0dq1F6Qn475ozsSatTx4vpj7D6fXUtKBRUhHICXYk1ejTP7An49HkBjDCrzPLvTybS9SzhTeJUX2g5kVNOOblR5fZPX2uNXGNAylHmjO2CqR0s9K4tp4JMgSRRs/qBBRL1MjGh5zQlM3buYhWdqNicQG2ZixogE7E6VSUuTuZhrqSWlgvIQDsBLKdw+E7i+1rws3jy6ka0ZJxkWLfNcfPXzA1SH4s5/3Ykr3NwqjAVjOtardf5VQRcZj6H9cOxn92I7scXTctxCYkRLvkucQIjOyH8fWMEHJ7bWyPkNig3nH4PjuJxv5ZGlhygUOQTqHOEAvBD7paPYUn5G32Ygumi5zPOWX0i+tuLn4y73onHjWn/XhO+ha8M+C0bXr01e1cH/lhcAyF/7eoN4CgDoHtaMlf0m08wUwptHf+JvyWtx1uCzT+/ZjHEdotl3MZfn1h5rMHb0FMIBeCGFvxTd/fcr++7/SM5l/mv/cgK0Bub2GEew3uguedc6/w0pmQyODWN+Ax32uRF9s64YOtyN/fRurEfWeVqO24gPbMTqvpNpFxTFzFO/8vi+pdXeMSxJEu8Ma+sKFZ6cxucisXydUmcOQJZljSzLn8uyvEOW5c2yLLe5ofwZWZZ3Ff28Wlc6fA2nORdL0iI0IU0xJNxZ6jnZNjOP7PmGAoeND7uMQA6KdJu+zEIbYxftZ0PRap+GOuZfFgG3v+yaC1j3Zr0MElcWTUzBLO/zCL3CmrPswiEe/HUhefbqjeMbdVrmjupAdKArsfxPqSKHQF1Rl08A9wJGRVH6AC8B7xUXyLLcGngI6Av0AW6TZblTHWrxGSxJi1wpH/tMKjXlY3GYh5MFmTwd14+7myS4TVtqZgF3zt/LznPZjLgpkrmjGtZqn8qga9Ievy6jsZ/fj2X/Uk/LcSuhBhOLE8czLFrm54xURu6YR3o1N8c1DvJj7qgO6DQS05cfJjWzoJbVCqBuHUB/YC2Aoig7gZJB6M8CwxRFcSiK4gT0QM1SD9UDVFV1Df9o9Zh6P1LqOZ+k/ML6y8e4uVFr/nJT1fIC1IRlh9O4dV4SqVmF/FefFnwxIkF0/mUQcPtfQedH3oqXcBZkeVqOWzFp9czufh8PN+/K/uyLDN/+H07mV+8OvntMMO8Ok8m22Bn/3SGyRLiIWkeqq0kWWZZnAd8pivJD0d9ngNaKothLnCMB7wBBiqKUG+vAbneounre4eQf2czp/xlMcOIDNHt84R/Kt6WdZNAPnxFtCmTfPc8QZSp7eWhtkVVg5bkVh5mz+ywBBi2fje7I+B7N6/x9fZ30lf8ifclfCR00jZhJX3hajttRVZVX9q3jjf0/EmUMZO1tU+kaUfU0pgDPr0jmvS2pDGgdzvppiRjFkGNVKXN1SF1m5cgBSvZQmhs6fyMwG8gFnqiosaws73sEjIwMIj09t9bay17zAQCa7pP+0G6GJZ/7ts5HVVU+6zwKKQ/S8yr33tXR6VRVvj14idc2p5JRYKNTdCBfjEggLty/Vj9zTTR6gsrqVHtMR7vtK65unoHabiSGuIpDedQW3mLLp5v3I8Cu5+XkH7h5zSfM73E//RvFXiuvrM4XEptzIi2X5UfTGTd3NzNGJLhtxZu32LIiytMZGVn2jWJdDgFtB+4EkGU5EThYXFB0578c2K8oynRFURr8gl9H9gWsh1aijemIrlXv35U5VZUnf1vGRXMuL8mD6RNRuaig1cGpqqxW0hk6Zw9Pr1EosDn4+6DWrJnQjbhw/zp73/qGpDMQNPZDkCRyF06pl7mDK8Ojsb2Y0W0MFoedB379irWXlCq3oZEkPrrrJvo0D2HF0XQRM6gWqUsHsAwwy7L8C/A+8Iwsy8/KsnwPrgnigcAdRSuENsuy3KcOtXg95p1zwOnA1PePcX8+StnGpvQUhkS24ek2/evk/Ut2/JOWJXMkPZ8x7aPZPrUXf0psUe+DutUF+pa9CBj2Cs7s8+TMn4DqaJhj2CNi2vNlrwfRShomJX3D4nMHqtyGUadl3ugOyI38+WLPOT779WwdKG141NkQUNHk7mM3HC4ZOcp9C9e9HNVuxbxzLpIxBGPXsb8r23HlNG8d3UQTYxCfdB1Z64++qqryY0omb/18kkOX89BIMLp9FM/1bUWbCHHHX1NMQ57Fdn4/1gPfk7fsBQJHv+/25DzewODIOL7tPZ6Hdi/kyd+WkWMz81Lk0Cq1EWrU8/XYTty5YC+v/pRC40ADIxOi60hxw8C3M3PXEywHV+DMTcM04Akkv4Brx9Mt+UzbuwRJghndxhBhqN0OeefZq7y55SS7zmUjAaMSoniuX0viIwIqrCuoHJIkETzuU7IyUjDvnI1kDCJg+GsN0gn0Cm/O930e4b5dC/hL8g/YDSrTYnpVyRbNQowsHNuJEQv38dSqowT76RgaF1GHqus34rneCyje+WvsO+XaMYfq5Il9S0mz5PGyPLRWI3wevpzHQ4sPcM9Xv7HrXDbD2kSwaXIPPr8nQXT+dYDkF0jo1GVoI+Mp3PwBBev/5WlJHqN9cDQr+06muSmEv+9by6tH1lc53EOH6EC+HN0RrUZi8rJkdp69Wkdq6z/CAXgY+4VD2E/uQN92CLrI65ul/+/4VrZkpHJLVDxPxvWtlfcqtDl4Y3MqQ+fsYUNKJn2bh7B6fFfmj+lIQlRgrbyHoHQ0QVGEPLYSTUQrCja8Tf7Gdz0tyWO0DghnVd/JtAuJ4vPUnTxzYAUOtWq7pvu0CGX2yPbYnCoPLTnIgUvev1LHGxEOwMNcj/sz7dqxbRkneefYFpoag2styNv201kMmr2HD3eeoWmwkYVjO7LswS70bBpS47YFlUMbEkPo9FVoQptT8MNrFGz52NOSPEYTUzA/3/kknUOasPDsb0xNWoLFYa+4YgluiYvgk7tuIs/iYNw3Bzh+pf6m5KwrhAPwIM6CLMxJ36AJbY6h3e0AXLbk8di+pWgkiRndxxBew3H/bLONaYv3M/Lr/Zy+WshjPZux5dGe3BIX0SDHoT2NNrwFoY+tRBPchPyVL1Ow9VNPS/IYjYwBLE2cSN/wlqy6dITxexaRb7dWqY2RCdG8M6wtVwptjF10gLPZDT6gQJUQDsCDmHfOBVsBpv7TkTRaHKqTx/cu5bIlj7/dNJSeYTXbcbtaSaf/rN3M3HmGdpEBrBnfjdeGtiHAIHZSehJto9aEPLYKTXBj8pe/1KCfBIL0fnzd+yFui2rL5vQUxuxcUOX4QRO6xPD3Qa25kGth7KL9XM6vmhNpyAgH4CFUh43C7V+AIQBj7wkAvHfsZ7ZeOcnt0W15vHX1t0Wk5VmYvOwQk5Ylk1Vo4407ZDY80p1uMcG1JV9QQ3RR8YQ8vvr6k8Cm//O0JI9h0uqZ0+M+xjTtRNLVcwzbNpPDOWlVauNPiS14OrEFqVmFjPtmP9nmhrnnoqoIB+AhLPuX4cy+gKnXeDSmULakp/Le8S00N4XwYed7qzU8o6oqX+2/SP+Zu1mlZNC7WQibJvfgr7e0FRu5vBBdZDyhT6xBE9KU/NWvULDxvYor1VP0Gi2fdLmXP7cdxNnCbIZvn83KC4er1MZfB8YysWsMyZfzeWDxQfKsVZtTaIiIXsEDqKpK4c+fgCRh6v8YaeZcHt+3FJ2kYUa3MYQZTFVuMzWrgNFf7+eZHxQcqsrbt8Wz/KEuYlmnl6NtFOdyAqHNyf/hn+RveNvTkjyGJEk813Ygs7qNQUXl0b2LeeHgKgoruYNakiTevi2eUQlR7Dmfw4QlIq1kRQgH4AFsKVuxn9uHof1w1PBWPLZvKRnWfF5pdyvdw5pVqS2708nHu84w6D972HbmKrfFRbB1Sk8mdWvq1hSRguqjjYh1OYGwlhSse5P89W95WpJHuSemPev7T6VdUBTzTidxx7b/cDwvo1J1NZLER8Nv4o74Rmw7c5Up3ydjdTScxDxVRTgAD1Cw4d8A+A95lnePb2b7lVPc2fgmpsX2rqDm7zmYlsuweXt5bVMqgQYtM0YksGBMB5oGiygbvoY2vCWhj69GE96KgvVvNai8wqXRNiiStf2nMLFldw7npnHr1hksOvtbpWyi12qYMSKBQbFhbEjJ5ImVR7A3oOxsVUE4ADdjTf3FlfBdHso2UxjvH99KC1MoH3QeUelx/+INXbfNTeJAWh73dYhm29Re3NsuSizt9GG04S1cTwIRsRT8+A5537/QoNJK3ohJq+edjncxq9sYtJKGp/cvZ+Keb7hkrnjTl59Ow9xRHa5FEH1mjVKjZPX1FeEA3EzBj64x3pxB/80TReP+M7uPIaSSSd13nctmcIkNXd+M68THd7Uj3KSvS9kCN6ENbUbok+vQNmmPefsMcr+e0mCjiBZzT0x7frp5Ov0iWrE2TWHAlk8r9TTgr9fy1ZiOdGsSxDeH0vjLhuMN+qmqNIQDcCO2U7uwHduEFD+Ip9JTuWIt4J8Jt9E1tOJMSRa7k9c3p3DPl/s4mVXI9KINXYNjw92gXOBOtMGNCX18DbpWvbHsW0LOnPtRrd6XEMmdtPQP47vECbzTcTgO1cnT+5dz/69fca4wu9x6gX46vr6vEwmRAczZe4HXNqcKJ1AC4QDchKqq5K/5BwCfdhrNzswz3N0kgUdb9aqwbvLlPG6fl8RHO8/SItTIioe78rrY0FWv0fiHETr1e/TyLViPbuDqjHtxFlQvt259QSNJTGzZg58HPsHgyDg2pafQf/MnfJa6o9wx/jCTnm/v70ybcBOf7DrLe9tPu1G1dyMcgJuwHl6LLXU7O7qM5eMrp2jlH8b7ne4ud8ze4VT5cOcZbpubxOH0fCZ0acKmyT3o3UzE72kISH4BhExahF/XMdhP7STrg8HYL1ZtbXx9pJkphEW9HuLDziMwanS8eng9t26bwe6sspPERAUYWHJ/Z1qEGPn3tlN8uksklAHhANyC6rCTv/oVzprCeD6iDQaNllndxxJczrj/yaxCRizcxxubUwkz6Vk4tiPvDpMJNIgUDg0JSWcg6IFZ+A99HueVk2R9NBTz3m8b/DCGJEnc37wLvwx+ioeadyU5J43h22fz3IGVZFkLS60TE2xkyQOdaRJk4B+bUpi777ybVXsfwgG4AfPuBeRlpPBMzwlcdVh5u8OddAppUuq5qqoy/7cLDJ69m1/P5XDPTZH8PMUVvE3QMJE0GgLueIXgCQsAyF04hZz5E3BWcm18fSbc4M/7ne9hZd9JtAuKYsGZvSRu+ohZJ3dhc/5xE1irUBNL7u9MI389L647zoLfLnhAtfcgHEAd4yzIJO+H1/hHuzs4otExoUV3HmrRrdRz0/IsPLzkIM+vPYZeo+Gzu9sxc0SCWOEjAMCv0wjCn92OLrYP1oPLyfyfrhT89L8NfoIYoHd4C34cMI1X292KXXXycvJaBm75jPVpx/7wtBQfEcDi+zsTYdLz3NpjDfpJQDiAOiZ/zWt8GdqCVZFt6R7alDfbD/vDOaqqsujARQbM2s2GlExubhXGlkd7MLp9tFjXL/gd2katCX18DQEj3gaNhvw1/+DKW53IX/cvHNkXPS3Po+g1Wp6M68uuwX/ikZY9SM3P5OHdXzNm1wIO3mCb9lGBLH3w+pPA5w00ybzkK2OJ6em5Xic0MjKI9PSyN6XYziTx4/zxPNp5LKF+gfw4YDoxpt9H5Dx9tZDn1x5jy6ksAgxa/jawNZO6xdRqGIeKdHoDvqARvEunszCbws0fULh9Jqo5GzRa9PGDiRw4AUuLoWiMQZ6WWC51bcujuZf55+ENbEw/AcDdTRL4c9tBtA2KvHaOkpHPmEX7Scuz8l99WvDyzbG/u+nypv93eZSnMzIyqMzORDiAGlCe0VWHDeWTOxnZrCtXDYEs7TORPhEtr5U7nCqzks7x1s8nKbA5Gdo6nHdub0uzkNoP4+ALX2Jf0AjeqVO15GPe+w3mXfOwn9vnOqgz4pdwB37dxmK46VYknZ9nRZaCu2y5JT2Vt5Sf2Hv1PBokxjTrxPPxA2kVEAa4bsLGfXOA1KxCHujYmHeGXY+e643/79IQDsADlGf0i+veYmzWOY4FRvFGwu1Ma514rezXc9m8vOE4B9LyCDfpeH1oG8bU4XCPL3yJfUEjeL9Oe/pxdMdWkbntSxzpxwGQjCEYOgzHr8PdGOQhSPqqR5utC9xpS1VVWZd2jP9RNnE4Nw2dpOHB5l15Nv5mYkzBpOdbeXDxAfZfyqNP8xBmj2xPhL/B6//fxQgH4AHKMnre2b2M2/Ipu0Ob80jTTrzdxRXfPy3PwuubU/n2kCvZxdj20fxzaByN/A0e0elN+IJG8A2dkZFBXL6cg/3CASx7F2P57Tuc2UUTnTo/9C16oo9NRBfTEW30TWgbxSHp6vY7WJZOd9vSqaosv5DMv49tJiX/Cn4aLY+07MnTbfrjLxl5evVRVirptAgxMmdke4Z0jPH6/zcIB+ARSjO61ZLHo0tfYF1QY+4IiGD2oCdwOmFW0nne2XaKPKuDDlGBvHVbvNs2dPlKp+XtGsE3dN6oUXU6sZ9NwpK8GuvRDTguHoKS171Gi7ZRHNroduiiZXRNO6GPG4DGP8ytOt2J3elk8fn9vHtsC2cLs/HX6pkem8j01onM2pXGu9tPY9BK/O897Rnb1vvzZwsH4AFuNLrZbuPRVa+wQWekt9POt8NfYfupHF7ZeIITmYWEGXX8ZWAs4zvHoNW47wvli52Wt+ILOivS6Cy8iv1MEva0IzjSFOxpR3FcOuqaSC5G0qBr3g2/Dndh6HgPusg2btfpDiwOO1+e3cv7x7dy2ZJHiN7IE637IEvxPLc6lSuFNm5vE8G7w9oSHeh98yjFCAfgAUoaPd9uZfLG99lkM5NYkMnr/f7CW9sv81NqJhoJJnaN4c8DYj2ypt8bLrSK8AWN4Bs6q6NRVVWcOZdwpB3Bdno31mM/YT/9KxRtptI2aY9fx3vw63Qv2uibauWO2JtsWeCwMefUbj46sY1MWyGNDP480jyR3cnBbDmRRajRNVd3XwfvXJotHIAHKDb66YIsJmz/D0cs+fS/eo6uwQ/y6REJhwo3twrj9aFxtIsM9LhOb8YXNIJv6Kwtjc78K1gPr8VyYDnWYz+BwwqANjIeQ7vb0bfsia5ZFzShzZG0VQ9R4o22zLVZ+OLkTj5L3UGu3UITUzBd9TexaY8fhVYNic1CeOu2eNpHee56Lg3hADxAZGQQXx1K4qm9S7jqsDHuwgEysgayUe1EbJiJfw6J4/Y2nh8/9MYL7UZ8QSP4hs660Og052A9sg7LgRVYj24AW4ndxxotmuAYJP9QNMZgJL8gJFPxawiSXyCS3oik90cymJB0JtDqCAkJIDvXgqTRgkYLUvGrBkmrc9U3BiEZg5EMgUia8vetqjYzztw0nLlpqOZcVIcNSaNFCohAExSFJqRppa/FTGsBn6b8wuzTe8izWwjS+hFliSXleBgap4H7Ozbm+X6t6mTZdnUQDsDNpJlzee3Ejyw+dQCd08HLxzexNW84e4L78Wzflkzp3gw/nXdstG6onVZd4As661qjai3AdnYf9jO7sV88hCPzDM6r51HN2aiW3N9PMNci1xxCsYPRGVGtBaiWXJy5l1ELr5Zf3xiMtnE7dE06oGucgLZJe3SN25U72a0L1vLvpE3MPLmLK9YCDJIOU34Tsi9EYrAF81DnJkzv2YzWYf61/XGrhHAAbuJ8YTafp+5g/um9FDptdM6+wN+PbWSObhKNe9/HM/1aEhXg/iV15SE6rdrDF3R6UqPqdKJa81DNOaiFOaiWXNePzezqrG2FYCtEddoJ9DeQl1sATgeq6nDNNzgdoDpRHfbrdYvbMefitOS47u7NOeCwgc6I5BeAJjASTXBjNEHRaIKiXQ5Ca0B12FALMnFmX8R+6bBrb8QNQeI0ITFoGyega9zOtRqqURzaRq3RhDQlKjqE9PRcChw2Fp7Zy6epO64lodFbg7BlRUB2JMNaNueBjk0YGhd+bROZO/E6ByDLsgb4b2zGLgAAB2FJREFUFOgMWIApiqKcKFE+FZgO2IE3FEVZVV57nnIAqqpywZzDxssnWHzmELuzT+NEJdxSyFOntzEg7SJbe/yb0cPuokmQd64SEJ1W7eELOn1BI9RMp6qqoDpdw0dVqWcz47h8DPvFQ9gvHnY5hUuHcWaXEhVU54dfVBxqWCzaRq3RNopDjYhlq9aPhZln2HD5OHa1KBGNxQj5YQTYwugf1YJ7YlswoGU4jd3UJ1TXAdRlcPl7AaOiKH1kWU4E3gNGAMiy3Bh4GugBGIFtsixvUBTFUhdCrloLsTgd2JwOrhRYcagqdqcTu9OJ1ekkz2El12bhqrWQzOzLpFvyuWjJ4ZItjzOOHPI19mttxedmMPH8Hu5MO0pW6+G0emkZncMiy3l3gUBQ20iS5JozqGo9vRFd007omnb63XFnQSaOtGM4MlJwXEl1vWacxHYlBeeF3yfh6QZ00/mRFxnPliYd+TGoMb/4Wcjzu0g+F1nHYdanSmiP6jE6DDTSBdBYH0CMKZBwg5Fgg5HQoEZEmEyEGgzoNBp0Gg1aSUJf9KqVJIL99AQYdPhpdJXOGV5V6tIB9AfWAiiKslOW5R4lynoB24s6fIssyyeATsDu2hYx+9RuXjq0ptr1o2259Mm5RNfs89yScZxI9OgS7qTRxAV0TejqE3daAoGgfDT+4WhiE9HHJv7ueKNGgVw+darIIRT/pOLISCUoI5XhFw8xHHAgcTgoigPBMRwOjEIJjOSiMZirRhN55HEKXOMgxbe4V6qm76Mu9zKuWecaf84bqUsHEAyUzNjskGVZpyiKvZSyXKDcbbHlPcaUx58jh/DnnkOqU7VSREZ6d8TFYnxBpy9oBN/Q6QsawTd0RsfGQmwscEu553UExrlFUelUx5Z1OVuRA5RUpCnq/EsrCwLKn8IXCAQCQa1Slw5gO3AnQNEcwMESZb8CA2RZNsqyHAK0Aw7VoRaBQCAQ3IA7VgF1AiRgEi6HcEJRlBVFq4Cm4XJC/1IU5bs6ESIQCASCUvGZfQACgUAgqF28Y6uqQCAQCNyOcAACgUDQQBEOQCAQCBoodbkPoN5Q22EtPKTxQ6Afrj0XACMURcn+Q0NuQJbl3sDbiqIMuuH43cAruOw4W1GUmR6QV1JPWTqfBR4F0osOTVcURXGzPGRZ1gOzgVaAH67v3ooS5R63ZyU0eosttcBMQAYcwCRFUVJKlHuDLSvSWGVbCgdQObwmrEV1NBbRDbhdUZQMN+v6HbIsvwiMB/JvOK4H3gd6FpVtl2V5paIol9yvsmydRXQDJiiKkuReVX/gYeCKoijjZVmOAPYBK8Cr7FmmxiK8xZZ3AyiK0k+W5UHA/3L9GvcWW5apsYgq21IMAVWO34W1wNXZF3MtrEXRHXVxWAt3U6bGoqeDeGCGLMvbZVme7AF9xaQAo0o53g7XEuEsRVGswDZggFuV/Z6ydAJ0B/4iy/I2WZb/4kZNN7IY+HuJv+0lfvcWe5anEbzEloqifI9rWTpASyCtRLFX2LICjVANWwoHUDlKDWtRRlmFYS3qiPI0BgAf4bobGwY8IcuyJ5wURfs9bKUUeYsdgXJ1AiwCHgOGAP1lWb7LbcJKoChKnqIoubIsBwFLgL+VKPYKe1agEbzElgCKothlWZ6H61pZUqLIK2wJ5WqEathSOIDK4QthLcrTWAB8oChKgaIoucBPuOYKvAlvsWO5yLIsAf+nKEpG0d3gaqCrB/U0BzYBCxRFWViiyGvsWZZGb7MlgKIoE4G2wExZlgOKDnuNLaF0jdW1pZgDqBzbcY2/fVtGWIs3ZVk24prk8lRYi/I0tgUWybLcDZfT7w/Mc7/EcjkCxMuyHA7kATcD73pWUqkEA4dkWW6Hazx4CK5JTrcjy3I0sB54SlGUjTcUe4U9K9DoTbYcDzRTFOUtXDdMTlwTreA9tixPY7VsKRxA5VgG3CrL8i8UhbUomnEvDmvxIbAVV+f6V0VRzF6o8StgJ65hjfmKoiR7QOMfkGX5QSBQUZQZRXrX4bLjbEVRzntW3XVu0PkyrjtaC7BRUZTqxxuvGS8DYcDfZVkuHmefCQR4kT0r0ugttlwKzJFl+WdAD/w3MEqWZW/6blakscq2FKEgBAKBoIEi5gAEAoGggSIcgEAgEDRQhAMQCASCBopwAAKBQNBAEQ5AIBAIGijCAQgEFSDLcogsy8tkWY6RZXlN0bG5siw/UvT7plLqzC8uFwi8FbEPQCComDCgq6IoFyjKc30Dg4p/kWU5BvgCGIprx7VA4LWIJwCBoGI+BGKKngJOlSwo2gSILMu7ig49BCwHvnWnQIGgOggHIBBUzNPABeCZGwsURXm66LV30es7iqLMcq88gaB6CAcgEAgEDRThAAQCgaCBIhyAQFAxdspfMFEy94JA4DMIByAQVEwacAaYU0b5cmB/UUhwgcBnENFABQKBoIEingAEAoGggSIcgEAgEDRQhAMQCASCBopwAAKBQNBAEQ5AIBAIGijCAQgEAkEDRTgAgUAgaKD8P1GQB1hy+YdzAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show some posterior plots for the params\n", "plot_param('mass1_det', 'Overall', 'Primary Mass')\n", "plot_param('mass2_det', 'Overall', 'Secondary Mass',)\n", "plot_param('tilt1', 'IMRPP', 'tilt1',)\n", "plot_param('distance', 'Overall', 'Distance (Mpc)', 'Posterior PDF (Mpc^-1)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }