From 0d37d2dbd25eeb5350f7158f705c3d7528c9bb5e Mon Sep 17 00:00:00 2001 From: Yifan Wang <yifan.wang@aei.mpg.de> Date: Wed, 24 Nov 2021 18:22:22 +0000 Subject: [PATCH] upload gw190521 plot notebook --- GW190521plot.ipynb | 276 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 276 insertions(+) create mode 100644 GW190521plot.ipynb diff --git a/GW190521plot.ipynb b/GW190521plot.ipynb new file mode 100644 index 0000000..a1096aa --- /dev/null +++ b/GW190521plot.ipynb @@ -0,0 +1,276 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "expressed-speed", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from pycbc.inference import io, models\n", + "from pycbc import waveform\n", + "from pycbc.detector import Detector\n", + "\n", + "# PLOTTING OPTIONS\n", + "fig_width_pt = 3*246.0 # Get this from LaTeX using \\showthe\\columnwidth\n", + "inches_per_pt = 1.0/72.27 # Convert pt to inch\n", + "golden_mean = (np.sqrt(5)-1.0)/2.0 # Aesthetic ratio\n", + "fig_width = fig_width_pt*inches_per_pt # width in inches\n", + "fig_height = fig_width*golden_mean # height in inches\n", + "fig_size = [fig_width,fig_height]\n", + "\n", + "params = { 'axes.labelsize': 24,\n", + " 'font.family': 'serif',\n", + " 'font.serif': 'Computer Modern Raman',\n", + " 'font.size': 24,\n", + " 'legend.fontsize': 20,\n", + " 'xtick.labelsize': 24,\n", + " 'ytick.labelsize': 24,\n", + " 'axes.grid' : True,\n", + " 'text.usetex': True,\n", + " 'savefig.dpi' : 100,\n", + " 'lines.markersize' : 14,\n", + " 'figure.figsize': fig_size}\n", + "\n", + "mpl.rcParams.update(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "settled-motel", + "metadata": {}, + "outputs": [], + "source": [ + "def fn_to_waveform(fn): \n", + " # read in the raw posterior file and extract the max loglikelihood parameter value\n", + " with io.loadfile(fn, 'r') as fp: \n", + " data = fp.read_data() \n", + " psds = fp.read_psds() \n", + " cp = fp.read_config_file()\n", + " samples = fp.read_samples(list(fp['samples'].keys()))\n", + " idx = samples['loglikelihood'].argmax()\n", + " params = {p: samples[p][idx] for p in samples.fieldnames}\n", + " # set up the model\n", + " model = models.read_from_config(cp, data=data, psds=psds)\n", + " model.update(**params)\n", + " _ = model.loglikelihood\n", + " pol = model.current_stats['maxl_polarization']\n", + " #compute the max loglikelihood waveform\n", + " wfs = model.waveform_generator.generate(polarization=pol,**model.current_params)\n", + " \n", + " whdata = {}\n", + " for det in model.data:\n", + " d = model.data[det]\n", + " d = d.copy()\n", + " d *= model.weight[det] / (4*model.psds[det].delta_f)**0.5\n", + " whdata[det] = d.to_timeseries()\n", + " \n", + " waveforms = {}\n", + " whitened_waveforms = {}\n", + " for detname in wfs:\n", + " hs = {}\n", + " whitend_hs = {}\n", + " det = Detector(detname)\n", + " fp, fc = det.antenna_pattern(model.current_params['ra'],\n", + " model.current_params['dec'],\n", + " pol,\n", + " model.current_params['tc'])\n", + " hp, hc = wfs[detname]\n", + " h = fp*hp + fc*hc\n", + " h.resize(len(model.weight[detname]))\n", + " wh = h.copy()\n", + " wh *= model.weight[detname] / (4*model.psds[detname].delta_f)**0.5\n", + " whitened_waveforms[detname] = wh.to_timeseries() \n", + " return whdata, whitened_waveforms,model" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8691a3c5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:No sampling_params section read from config file\n", + "WARNING:root:WARNING: The following args are not being used for waveform generation: q, parity_mpvinverse, srcmchirp, trigger_time, comoving_volume, baseapprox, redshift, delta_tc\n", + "WARNING:root:No sampling_params section read from config file\n", + "WARNING:root:WARNING: The following args are not being used for waveform generation: q, comoving_volume, srcmchirp, trigger_time, redshift, delta_tc\n" + ] + } + ], + "source": [ + "parity_path = '/work/yifan.wang/gw190521_xrerun/t3-localrun/0_550/result.hdf'\n", + "parity_whdata, parity_whwaveform, parity_model = fn_to_waveform(parity_path)\n", + "\n", + "#gr_path = '/work/yifan.wang/gw190521_xrerun/t1-mpi-gr/mpirun_output/config_files/result.hdf'\n", + "gr_path = '/work/yifan.wang/gw190521_xrerun/t1-mpi-gr/mpirun_output/config_files/result.hdf'\n", + "_, gr_whwaveform,gr_model = fn_to_waveform(gr_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d27e743c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 735.243x727.048 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "xlim=(-0.1, 0.1)\n", + "fig = plt.figure(figsize=(10.211706102117061, 6.311181454233049*1.6))\n", + "fig.subplots_adjust(hspace=.2)\n", + "ax = fig.add_subplot(311);\n", + "\n", + "tc = parity_model.static_params['trigger_time']\n", + "det = list(gr_whwaveform.keys())\n", + "wdata = parity_whdata[det[0]]\n", + "ax.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n", + "\n", + "wwf = parity_whwaveform[det[0]]\n", + "ax.plot(wwf.sample_times-tc, wwf,label='birefringence')\n", + "ax.plot(gr_whwaveform[det[0]].sample_times-tc, gr_whwaveform[det[0]],label='GR')\n", + "\n", + "ax.grid(True)\n", + "ax.set_xticklabels([])\n", + "ax.set_xlim(*xlim)\n", + "ax.set_ylim(-100,100)\n", + "ax.text(0.054, 70, 'LIGO Hanford', style='italic',fontsize=20,\n", + " bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n", + "\n", + "################\n", + "bx = fig.add_subplot(312);\n", + "wdata = parity_whdata[det[1]]\n", + "bx.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n", + " \n", + "wwf = parity_whwaveform[det[1]]\n", + "bx.plot(wwf.sample_times-tc, wwf,label='birefringence')\n", + "bx.plot(gr_whwaveform[det[1]].sample_times-tc, gr_whwaveform[det[1]],label='GR')\n", + "\n", + "bx.set_ylabel('Whitened Strain')\n", + "bx.set_xlim(*xlim)\n", + "bx.set_ylim(-100,100)\n", + "bx.text(0.0515, 70, 'LIGO Livingston', style='italic',fontsize=20,\n", + " bbox={'facecolor':'white', 'alpha':0.5, 'pad':0,'edgecolor':'none'})\n", + "bx.grid(True)\n", + "bx.set_xticklabels([])\n", + "\n", + "################\n", + "cx = fig.add_subplot(313);\n", + "wdata = parity_whdata[det[2]]\n", + "cx.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n", + " \n", + "wwf = parity_whwaveform[det[2]]\n", + "cx.plot(wwf.sample_times-tc, wwf,label='birefringence')\n", + "cx.plot(gr_whwaveform[det[2]].sample_times-tc, gr_whwaveform[det[2]],label='GR')\n", + "cx.text(0.07, 70, 'Virgo', style='italic',fontsize=20,\n", + " bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n", + "\n", + "cx.set_xlim(*xlim)\n", + "cx.set_ylim(-100,100)\n", + "cx.set_xlabel('Time [s]')\n", + "cx.legend(loc='lower right', ncol=3,framealpha=0)\n", + "fig.savefig('1124_gw190521.pdf',bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a2769cdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'loglikelihood': -27862.587034617434,\n", + " 'spin1_a': 0.905760370062339,\n", + " 'q': 4.604661012059659,\n", + " 'parity_mpvinverse': 524.2753151337122,\n", + " 'ra': 3.3298846773746726,\n", + " 'logwt': -27907.29942400331,\n", + " 'spin1_polar': 1.9165479311929257,\n", + " 'spin2_azimuthal': 2.5418720868611406,\n", + " 'comoving_volume': 5977742169.868624,\n", + " 'dec': 0.512136845042128,\n", + " 'srcmchirp': 60.215369361157165,\n", + " 'spin2_polar': 2.399028465257018,\n", + " 'delta_tc': 0.006884290349553457,\n", + " 'spin1_azimuthal': 2.3867100805570907,\n", + " 'coa_phase': 3.053881460939539,\n", + " 'spin2_a': 0.7737867301521402,\n", + " 'inclination': 1.33582259332741,\n", + " 'approximant': 'mpvnosmall',\n", + " 'baseapprox': 'IMRPhenomXPHM',\n", + " 'f_lower': 20.0,\n", + " 'f_ref': 20.0,\n", + " 'trigger_time': 1242442967.4473,\n", + " 'spin1x': -0.6206712642453288,\n", + " 'spin1y': 0.583901598182653,\n", + " 'spin1z': -0.30696572016320367,\n", + " 'spin2x': -0.4319134341549804,\n", + " 'spin2y': 0.29531073260830837,\n", + " 'spin2z': -0.5700774161132298,\n", + " 'tc': 1242442967.4541843,\n", + " 'redshift': 0.27219564064922364,\n", + " 'distance': 1432.3102047089094,\n", + " 'mass1': 199.18204787598563,\n", + " 'mass2': 43.25661484185819}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parity_model.current_params" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aacabce7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab