{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GWTC-1: O1O2 CBC-Catalog paper Fig 11\n", "## pycbc and gstlal search results, bg and sg models.\n", "### This python notebook serves to document the contents of the data files and plot them. \n", "### LIGO Scientific Collaboration and Virgo Collaboration, November 2018" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# standard imports\n", "import numpy\n", "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# matplotlib parameters for plotting\n", "rc_params = {'backend': 'pdf',\n", " 'axes.labelsize': 24,\n", " 'axes.titlesize': 24,\n", " 'font.size': 24,\n", " 'legend.fontsize': 24,\n", " 'xtick.labelsize': 24,\n", " 'ytick.labelsize': 24,\n", " 'font.family': 'serif',\n", " 'font.sans-serif': ['Bitstream Vera Sans'],\n", " 'font.serif': ['Times New Roman'],\n", " 'text.usetex':True\n", " }\n", "\n", "#column_width = 246.0\n", "#inches_per_pt = 1.0/72.27\n", "#fig_width = column_width * inches_per_pt\n", "#rc_params['figure.figsize'] = (fig_width, fig_width/1.6)\n", "plt.rcParams.update(rc_params)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# read in pycbc files with data for plotting\n", "pycbc_fg = np.loadtxt('pycbc_fg_model.txt').T\n", "pycbc_bg = np.loadtxt('pycbc_bg_model.txt').T\n", "pycbc_ev = np.loadtxt('pycbc_candidates.txt').T\n", "\n", "# Unpack the data for plotting. \n", "# This block serves to document the columns in the data files\n", "# The terrestrial background model distribution:\n", "ts_bg_cent = pycbc_bg[0]\n", "lower1_Lbg = pycbc_bg[1]\n", "higher1_Lbg = pycbc_bg[2]\n", "lower2_Lbg = pycbc_bg[3]\n", "higher2_Lbg = pycbc_bg[4]\n", "\n", "# The foreground signal model distribution:\n", "ts_fg_cent = pycbc_fg[0]\n", "nbg = pycbc_fg[1]\n", "nfg = pycbc_fg[2]\n", "lower1_Lfg = pycbc_fg[3]\n", "higher1_Lfg = pycbc_fg[4]\n", "lower2_Lfg = pycbc_fg[5]\n", "higher2_Lfg = pycbc_fg[6]\n", "\n", "# and their sum:\n", "lower1_both = pycbc_fg[7]\n", "higher1_both = pycbc_fg[8]\n", "lower2_both = pycbc_fg[9]\n", "higher2_both = pycbc_fg[10]\n", "\n", "# and the search results:\n", "cumnum = pycbc_ev[0]\n", "pltcoincs = pycbc_ev[1]\n", "\n", "event_names = ['GW150914', 'GW170814', 'GW170608', 'GW151226', 'GW170104', 'GW170809', 'GW170823', 'GW151012', 'GW170729']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For PyCBC:\n", "# plot the cum events vs detection statistic threshold:\n", "fig = plt.figure(figsize = (12.0, 10.0))\n", "ax = fig.add_subplot(111, rasterized=True)\n", "\n", "# plot background, foreground (signal) and bg+fg models\n", "# color-blind friendly colors\n", "ax.semilogy(ts_fg_cent, nbg, color = '#56B4E9', linewidth = 1.5, label = 'Noise Model')\n", "ax.semilogy(ts_fg_cent, nfg, color = '#E69F00', linewidth = 1.5, label = 'Signal Model')\n", "ax.semilogy(ts_fg_cent, nfg + nbg, color = '#009E73', linewidth = 1.5, label = 'Noise + Signal Model')\n", "# plot statistical uncertainties on these models\n", "ax.fill_between(ts_bg_cent, lower1_Lbg, higher1_Lbg, color = '#56B4E9', alpha = 0.35)\n", "ax.fill_between(ts_bg_cent, lower2_Lbg, higher2_Lbg, color = '#56B4E9', alpha = 0.2)\n", "ax.fill_between(ts_fg_cent, lower1_Lfg, higher1_Lfg, color = '#E69F00', alpha = 0.35)\n", "ax.fill_between(ts_fg_cent, lower2_Lfg, higher2_Lfg, color = '#E69F00', alpha = 0.2)\n", "ax.fill_between(ts_fg_cent, lower1_both, higher1_both, color = '#009E73', alpha = 0.35)\n", "ax.fill_between(ts_fg_cent, lower2_both, higher2_both, color = '#009E73', alpha = 0.2)\n", "\n", "# plot the data, and scatterplot of the loudest events:\n", "ax.step(pltcoincs, cumnum, linewidth = 2, where='post', color='black')\n", "plt.scatter(pltcoincs[:9], cumnum[:9], color = 'black', marker = 'D', s = 50, label = 'Observed Counts')\n", "\n", "# annotate the loudest events\n", "event_x = pltcoincs[:9]\n", "event_y = cumnum[:9]\n", "event_xt = event_x.copy()\n", "event_yt = event_y * 1.3**(np.arange(9)+1)\n", "event_xt[1] = event_x[1]+0.2 \n", "event_yt[1] = event_y[1]*1.07\n", "arrowp = dict(facecolor='black', shrink=0.05, width=.1, headwidth=2.5)\n", "for i, txt in enumerate(event_names):\n", " ax.annotate(txt, xy = (event_x[i],event_y[i]), xytext = (event_xt[i],event_yt[i]), arrowprops = arrowp, fontsize=24)\n", "\n", "# plot parameters\n", "plt.ylabel(r'Number of Events Above Threshold',fontsize=32)\n", "plt.xlabel(r'$\\varrho$ Ranking Statistic Threshold',fontsize=32)\n", "plt.ylim(1e-1, 1e3)\n", "plt.xlim(8., 17.)\n", "#plt.ylim(1e-1, 1e2)\n", "#plt.xlim(8., 9.)\n", "plt.yscale('log')\n", "plt.legend(loc = 'best',fontsize=24)\n", "plt.xticks(size = 24)\n", "plt.yticks(size = 24)\n", "#plt.grid(alpha='0.35')\n", "plt.grid()\n", "\n", "# save and display the plot:\n", "plt.savefig('Fig11-pycbc_events_vs_stat.pdf')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# read in gstlal files with data for plotting\n", "gstlal_logL_sg = np.loadtxt('gstlal_logL_sg.txt').T\n", "\n", "# Unpack the data for plotting. \n", "# This block serves to document the columns in the data files\n", "# The terrestrial background model distribution:\n", "logL = gstlal_logL_sg[0]\n", "logL_bins = gstlal_logL_sg[3]\n", "noise_model = gstlal_logL_sg[1]\n", "noise_model_lower_limit_1 = gstlal_logL_sg[4]\n", "noise_model_upper_limit_1 = gstlal_logL_sg[5]\n", "noise_model_lower_limit_2 = gstlal_logL_sg[6]\n", "noise_model_upper_limit_2 = gstlal_logL_sg[7]\n", "\n", "# The foreground signal model distribution:\n", "signal_model_median = gstlal_logL_sg[2]\n", "signal_model_lower_limit_1 = gstlal_logL_sg[8]\n", "signal_model_upper_limit_1 = gstlal_logL_sg[9]\n", "signal_model_lower_limit_2 = gstlal_logL_sg[10]\n", "signal_model_upper_limit_2 = gstlal_logL_sg[11]\n", "\n", "# and their sum:\n", "signal_noise_model_lower_limit_1 = gstlal_logL_sg[12]\n", "signal_noise_model_upper_limit_1 = gstlal_logL_sg[13]\n", "signal_noise_model_lower_limit_2 = gstlal_logL_sg[14]\n", "signal_noise_model_upper_limit_2 = gstlal_logL_sg[15]\n", "\n", "# and the search results:\n", "candidates = np.loadtxt('gstlal_candidates.txt').T\n", "bg_candidates = np.loadtxt('gstlal_bg_candidates.txt').T\n", "bg_cumnum = numpy.arange(1,len(bg_candidates)+1)[::-1]\n", "cumnum = numpy.arange(1,len(candidates)+1)[::-1]\n", "\n", "event_names = ['GW170817','GW150914','GW170814','GW170608','GW151226','GW170809','GW170823','GW170104','GW170818','GW151012','GW170729']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For gstlal, LogL\n", "# plot the cum events vs detection statistic threshold:\n", "fig = plt.figure(figsize = (12.0, 10.0))\n", "ax = fig.add_subplot(111, rasterized=True)\n", "\n", "# plot background, foreground (signal) and bg+fg models\n", "# color-blind friendly colors\n", "ax.semilogy(logL, noise_model, color = '#56B4E9', linewidth = 1.5, label = 'Noise Model')\n", "ax.semilogy(logL, signal_model_median, color = '#E69F00', linewidth = 1.5, label = 'Signal Model')\n", "ax.semilogy(logL, signal_model_median + noise_model, color = '#009E73', linewidth = 1.5, label = 'Noise + Signal Model')\n", "# plot statistical uncertainties on these models\n", "ax.fill_between(logL_bins, noise_model_lower_limit_1, noise_model_upper_limit_1, color = '#56B4E9', alpha = 0.35)\n", "ax.fill_between(logL_bins, noise_model_lower_limit_2, noise_model_upper_limit_2, color = '#56B4E9', alpha = 0.2)\n", "ax.fill_between(logL_bins, signal_model_lower_limit_1, signal_model_upper_limit_1, color = '#E69F00', alpha = 0.35)\n", "ax.fill_between(logL_bins, signal_model_lower_limit_2, signal_model_upper_limit_2, color = '#E69F00', alpha = 0.2)\n", "ax.fill_between(logL, signal_noise_model_lower_limit_1, signal_noise_model_upper_limit_1, color = '#009E73', alpha = 0.35)\n", "ax.fill_between(logL, signal_noise_model_lower_limit_2, signal_noise_model_upper_limit_2, color = '#009E73', alpha = 0.2)\n", "\n", "# plot the data, and scatterplot of the loudest events:\n", "ax.step(candidates, cumnum, linewidth = 2, color='black')\n", "ax.scatter(candidates[-11:], cumnum[-11:], color = 'black', marker = 'D', s = 50, label = 'Observed Counts')\n", "ax.semilogy(bg_candidates, bg_cumnum, label = 'Observed Time-shifted Counts', linestyle = '--', color = 'black', linewidth = 1.5)\n", "\n", "# annotate the loudest events\n", "event_x = candidates[-1:-12:-1]\n", "event_y = numpy.arange(1,12)\n", "event_yt = event_y * 1.3**np.arange(1,12)\n", "arrowp = dict(facecolor='black', shrink=0.05, width=.1, headwidth=2.5)\n", "for i, txt in enumerate(event_names):\n", " ax.annotate(txt, xy = (event_x[i],event_y[i]), xytext = (event_x[i],event_yt[i]), arrowprops = arrowp, fontsize=24)\n", "\n", "# plot parameters\n", "plt.xlabel(r'$\\ln \\mathcal{L}$ Ranking Statistic Threshold',fontsize=32)\n", "plt.ylabel('Number of Events Above Threshold',fontsize=32)\n", "plt.ylim(1e-1, 1e3)\n", "plt.xlim(15,160)\n", "#plt.ylim(1e-2, 1e2)\n", "#plt.xlim(18,26)\n", "plt.yscale('log')\n", "plt.legend(loc = 'best',fontsize=24)\n", "plt.xticks(size = 24)\n", "plt.yticks(size = 24)\n", "plt.grid()\n", "#fig.tight_layout()\n", "\n", "plt.savefig('Fig11-gstlal_events_vs_stat.pdf')\n", "\n", "# save and display the plot:\n", "plt.show()\n" ] } ], "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": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 2 }