diff --git a/notebook/4-inj-after-making-GW190521.ipynb b/notebook/4-inj-after-making-GW190521.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ce2619a22c12ecd20a010197d31d4271e2932a7c --- /dev/null +++ b/notebook/4-inj-after-making-GW190521.ipynb @@ -0,0 +1,353 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5e728de6", + "metadata": {}, + "source": [ + "# Plotting Options" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "furnished-potato", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import h5py,glob,os\n", + "from pycbc import conversions\n", + "from scipy import stats\n", + "\n", + "from tqdm import tqdm \n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\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+0.5 # height in inches\n", + "fig_size = [fig_width,fig_height]\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", + "\n", + "mpl.rcParams.update(params)\n", + "from pesummary.core.plots.bounded_1d_kde import bounded_1d_kde" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "e3b939a3", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1001\n" + ] + } + ], + "source": [ + "binmin = 0\n", + "binmax = 1000\n", + "binnum = int(int(binmax-binmin) + 1)\n", + "print(binnum)\n", + "bins = np.linspace(binmin,binmax,binnum)" + ] + }, + { + "cell_type": "markdown", + "id": "01419cad", + "metadata": {}, + "source": [ + "# GW190521 real data run" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "5cbd2e49", + "metadata": {}, + "outputs": [], + "source": [ + "f = h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW190521-mpv1000/extract.hdf','r')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "a3f7f975", + "metadata": {}, + "outputs": [], + "source": [ + "d = bounded_1d_kde(f['samples']['parity_mpvinverse'][()])" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "da49b929", + "metadata": {}, + "outputs": [], + "source": [ + "r = d(bins[:-1])\n", + "r = r/np.sum(r)/(bins[2]-bins[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "8f9bcae6", + "metadata": {}, + "outputs": [], + "source": [ + "combine = np.zeros(len(bins[:-1]))\n", + "event = []\n", + "for i in range(100):\n", + " txt = np.loadtxt('./INJDATA/GW190521/'+str(i)+'.txt')\n", + " event.append(txt[:,1])\n", + " combine += txt[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "cdc06bac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 735.243x454.405 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(bins[:-1],combine/100,label='injection average')\n", + "plt.plot(bins[:-1],r,label='GW190521')\n", + "\n", + "plt.plot(100,100,color='gray',zorder=-1,alpha=1,label='injections')\n", + "for i in range(100):\n", + " plt.plot(bins[:-1],event[i],color='gray',zorder=-1,alpha=0.1)\n", + "plt.legend()\n", + "plt.ylim(0,0.004)\n", + "plt.xlim(0,1000)\n", + "plt.title('GW190521')\n", + "plt.ylabel('Probability Density')\n", + "plt.xlabel('$M_\\mathrm{PV}^{-1}$ [GeV$^{-1}$]')\n", + "plt.savefig('GW190521-inj.png',bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "97916621", + "metadata": {}, + "source": [ + "# Bayes factor" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "753ebecb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10.997900661198125" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.001/r[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "584ed5f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.3977044056023975" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.log(0.001/r[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "13cc1368", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.11694748406522" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.median(f['samples']['parity_mpvinverse'][:])/np.std(f['samples']['parity_mpvinverse'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "a7a900e7", + "metadata": {}, + "outputs": [], + "source": [ + "r0 = [event[i][0] for i in range(100)]" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "80fec17a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.10760022, 0.12231412, 0.1491996 , 0.17254167, 0.19083087,\n", + " 0.19924071, 0.20795018, 0.20839901, 0.20857025, 0.21132103,\n", + " 0.21489632, 0.21980263, 0.22463276, 0.23087591, 0.2325678 ,\n", + " 0.23780638, 0.24164496, 0.24436879, 0.25928547, 0.27801257,\n", + " 0.28535016, 0.29337103, 0.30878492, 0.31968284, 0.31973142,\n", + " 0.32378121, 0.32481493, 0.34276225, 0.35061967, 0.35403893,\n", + " 0.36487152, 0.36761182, 0.37567379, 0.41706441, 0.43634365,\n", + " 0.44148127, 0.44879488, 0.48232095, 0.48260404, 0.48874957,\n", + " 0.49077087, 0.49716043, 0.4997546 , 0.50248692, 0.50269499,\n", + " 0.5054598 , 0.50973671, 0.51876029, 0.52082413, 0.5305977 ,\n", + " 0.53718161, 0.53774539, 0.54849621, 0.54964462, 0.57738073,\n", + " 0.58006832, 0.59143698, 0.59951194, 0.60704105, 0.61505825,\n", + " 0.61837905, 0.66972387, 0.69290913, 0.70589659, 0.71326893,\n", + " 0.73171696, 0.75443428, 0.76732157, 0.77484612, 0.77513832,\n", + " 0.78708929, 0.79322574, 0.79375416, 0.82795317, 0.83535967,\n", + " 0.8373832 , 0.86032494, 0.87910256, 0.89052968, 0.93234874,\n", + " 0.93450264, 0.97997868, 0.98925307, 0.99747858, 1.03073057,\n", + " 1.06253297, 1.17100283, 1.18475713, 1.19467888, 1.22474887,\n", + " 1.27758112, 1.36423179, 1.37571616, 1.39121304, 1.42592869,\n", + " 1.51822558, 1.79046334, 1.82822198, 2.34268803, 25.30624655])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sort(0.001/np.array(r0))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "18494e04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([46, 84, 56, 75, 13, 64, 90, 31, 48, 78, 58, 86, 73, 76, 82, 72, 74,\n", + " 61, 33, 43, 59, 99, 37, 69, 18, 5, 38, 23, 10, 65, 70, 44, 77, 51,\n", + " 36, 28, 15, 60, 57, 85, 2, 39, 16, 62, 97, 79, 94, 49, 91, 12, 81,\n", + " 8, 21, 54, 11, 71, 29, 24, 45, 52, 30, 93, 42, 67, 34, 68, 53, 1,\n", + " 22, 98, 96, 20, 32, 47, 3, 55, 89, 92, 17, 83, 4, 35, 25, 95, 27,\n", + " 7, 26, 40, 80, 6, 87, 0, 19, 88, 9, 66, 14, 41, 63, 50])" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.argsort(0.001/np.array(r0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9d5ef68", + "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 +} diff --git a/notebook/4-inj-after-making-GW191109.ipynb b/notebook/4-inj-after-making-GW191109.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..c2a4e288ca493c6581585d060651bf0a103d5c31 --- /dev/null +++ b/notebook/4-inj-after-making-GW191109.ipynb @@ -0,0 +1,381 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5e728de6", + "metadata": {}, + "source": [ + "# Plotting Options" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "furnished-potato", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import h5py,glob,os\n", + "from pycbc import conversions\n", + "from scipy import stats\n", + "\n", + "from tqdm import tqdm \n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\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+0.5 # height in inches\n", + "fig_size = [fig_width,fig_height]\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", + "\n", + "mpl.rcParams.update(params)\n", + "from pesummary.core.plots.bounded_1d_kde import bounded_1d_kde" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e3b939a3", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1001\n" + ] + } + ], + "source": [ + "binmin = 0\n", + "binmax = 1000\n", + "binnum = int(int(binmax-binmin) + 1)\n", + "print(binnum)\n", + "bins = np.linspace(binmin,binmax,binnum)" + ] + }, + { + "cell_type": "markdown", + "id": "01419cad", + "metadata": {}, + "source": [ + "# GW191109 real data run" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5cbd2e49", + "metadata": {}, + "outputs": [], + "source": [ + "#f = h5py.File('/work/yifan.wang/testingGR-o3b/t2-o3bevents/o3btgr_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW191109_010717-1126259200-400.hdf','r')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3a61f1c2", + "metadata": {}, + "outputs": [], + "source": [ + "f = h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW191109-xphm-mpv1000/extract.hdf','r')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a3f7f975", + "metadata": {}, + "outputs": [], + "source": [ + "d = bounded_1d_kde(f['samples']['parity_mpvinverse'][()])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "da49b929", + "metadata": {}, + "outputs": [], + "source": [ + "r = d(bins[:-1])\n", + "r = r/np.sum(r)/(bins[2]-bins[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a95404f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "93 is missing\n", + "95 is missing\n" + ] + } + ], + "source": [ + "combine = np.zeros(len(bins[:-1]))\n", + "event = []\n", + "for i in range(100):\n", + " try:\n", + " txt = np.loadtxt('./INJDATA/GW191109/'+str(i)+'.txt')\n", + " event.append(txt[:,1])\n", + " combine += txt[:,1]\n", + " except OSError:\n", + " print(i, 'is missing')\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "cdc06bac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 735.243x454.405 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(bins[:-1],combine/len(event),label='injection average')\n", + "plt.plot(bins[:-1],r,label='GW191109')\n", + "\n", + "plt.plot(100,100,color='gray',zorder=-1,alpha=1,label='injections')\n", + "for i in range(len(event)):\n", + " plt.plot(bins[:-1],event[i],color='gray',zorder=-1,alpha=0.1)\n", + "plt.legend()\n", + "plt.ylim(0,0.008)\n", + "plt.xlim(0,1000)\n", + "plt.title('GW191109')\n", + "plt.ylabel('Probability Density')\n", + "plt.xlabel('$M_\\mathrm{PV}^{-1}$ [GeV$^{-1}]$')\n", + "plt.savefig('GW191109-inj.png',bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "72dcda91", + "metadata": {}, + "source": [ + "# Bayes factor" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "e579a76c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "22.91526523853397" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.001/r[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "1d74a4f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.1318032927810275" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.log(0.001/r[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "4a0a3e72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.868612528466472" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.median(f['samples']['parity_mpvinverse'][:])/np.std(f['samples']['parity_mpvinverse'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "d438dbaa", + "metadata": {}, + "outputs": [], + "source": [ + "r0 = [event[i][0] for i in range(len(event))]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5faba4ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([8.83795087e-02, 1.02076437e-01, 1.10617837e-01, 1.30700778e-01,\n", + " 1.31428371e-01, 1.33774799e-01, 1.36146538e-01, 1.37394732e-01,\n", + " 1.38391179e-01, 1.38965426e-01, 1.43365367e-01, 1.45384636e-01,\n", + " 1.48743947e-01, 1.50077646e-01, 1.52467160e-01, 1.57079810e-01,\n", + " 1.59191364e-01, 1.60117123e-01, 1.60406757e-01, 1.63495208e-01,\n", + " 1.66470644e-01, 1.67045033e-01, 1.68924678e-01, 1.69367639e-01,\n", + " 1.75360979e-01, 1.80799326e-01, 1.80954840e-01, 1.83642663e-01,\n", + " 1.84350308e-01, 1.87689601e-01, 1.89200947e-01, 1.89867948e-01,\n", + " 1.94188976e-01, 1.95842505e-01, 1.99637842e-01, 2.00523467e-01,\n", + " 2.03587028e-01, 2.06710778e-01, 2.09104127e-01, 2.10247681e-01,\n", + " 2.10286886e-01, 2.10675623e-01, 2.12720803e-01, 2.20862808e-01,\n", + " 2.28109817e-01, 2.28441933e-01, 2.31354921e-01, 2.34007312e-01,\n", + " 2.35457025e-01, 2.38924365e-01, 2.42519147e-01, 2.48013964e-01,\n", + " 2.60268112e-01, 2.73629212e-01, 2.73833444e-01, 2.75720919e-01,\n", + " 2.76792374e-01, 2.78969480e-01, 2.83135542e-01, 2.84783716e-01,\n", + " 2.92218514e-01, 3.06362287e-01, 3.15467735e-01, 3.32061435e-01,\n", + " 3.32647636e-01, 3.33390023e-01, 3.36321519e-01, 3.50452398e-01,\n", + " 3.61283899e-01, 3.75044368e-01, 3.77143838e-01, 3.90488979e-01,\n", + " 4.13463999e-01, 4.25031735e-01, 4.26539346e-01, 4.37707141e-01,\n", + " 4.38064153e-01, 4.87927565e-01, 4.95877889e-01, 7.60147971e-01,\n", + " 8.67196798e-01, 9.64104866e-01, 1.21248718e+00, 1.35817430e+00,\n", + " 1.62178447e+00, 2.00076594e+00, 2.12834552e+00, 2.21873177e+00,\n", + " 2.99720682e+00, 3.62726461e+00, 4.36987900e+00, 5.33267802e+00,\n", + " 6.23817245e+00, 8.02823099e+00, 3.89530315e+01, 2.95794359e+02,\n", + " 1.15620162e+03, 6.69388930e+89])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sort(0.001/np.array(r0))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "3fbdd43f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([89, 68, 42, 69, 79, 78, 61, 57, 21, 94, 53, 95, 32, 46, 52, 13, 7,\n", + " 93, 54, 88, 29, 11, 16, 2, 23, 38, 85, 28, 87, 62, 76, 24, 92, 34,\n", + " 41, 22, 40, 45, 27, 77, 14, 97, 19, 59, 70, 5, 86, 51, 37, 49, 90,\n", + " 0, 75, 55, 17, 48, 71, 1, 44, 9, 67, 25, 47, 12, 64, 80, 82, 58,\n", + " 91, 63, 31, 84, 20, 35, 8, 10, 72, 66, 73, 96, 26, 50, 65, 30, 74,\n", + " 15, 18, 6, 33, 60, 3, 56, 83, 81, 39, 36, 43, 4])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.argsort(0.001/np.array(r0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9d5ef68", + "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 +} diff --git a/notebook/4-inj.ipynb b/notebook/4-inj.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8a5571eb0ee505fc966e063b18055d4d0efb4ff8 --- /dev/null +++ b/notebook/4-inj.ipynb @@ -0,0 +1,384 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5e728de6", + "metadata": {}, + "source": [ + "# Plotting Options" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "furnished-potato", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import h5py,glob,os\n", + "from pycbc import conversions\n", + "from scipy import stats\n", + "\n", + "from tqdm import tqdm \n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\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+0.5 # height in inches\n", + "fig_size = [fig_width,fig_height]\n", + "\n", + "params = { 'axes.labelsize': 22,\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' : False,\n", + " 'text.usetex': True,\n", + " 'savefig.dpi' : 100,\n", + " 'lines.markersize' : 14,\n", + " 'figure.figsize': fig_size}\n", + "\n", + "mpl.rcParams.update(params)\n", + "from pesummary.core.plots.bounded_1d_kde import bounded_1d_kde" + ] + }, + { + "cell_type": "markdown", + "id": "3bc713d8", + "metadata": {}, + "source": [ + "# Collecting all the posterior files" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2fe054f7", + "metadata": {}, + "outputs": [], + "source": [ + "posdir = glob.glob('/work/yifan.wang/testingGR-o3b/injstudy/GW190521/injections-GW190521_output/posterior_files/*.hdf')\n", + "len(posdir)\n", + "\n", + "path = '/work/yifan.wang/testingGR-o3b/injstudy/GW190521/injections-GW190521_output/posterior_files/'" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "smart-program", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "mpvinv = []\n", + "\n", + "for i in range(100):\n", + " try:\n", + " f = h5py.File(path+'H1L1V1-EXTRACT_POSTERIOR_INJ'+str(i)+'-1126259200-400.hdf','r')\n", + " mpvinv.append(f['samples']['parity_mpvinverse'][()])\n", + " f.close()\n", + " except FileNotFoundError:\n", + " print(i,' is missing.')\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e3b939a3", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1001\n" + ] + } + ], + "source": [ + "binmin = 0\n", + "binmax = 1000\n", + "binnum = int(int(binmax-binmin) + 1)\n", + "print(binnum)\n", + "bins = np.linspace(binmin,binmax,binnum)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "21b585cd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [1:16:44<00:00, 46.04s/it]\n" + ] + } + ], + "source": [ + "combine = np.zeros(len(bins[:-1]))\n", + "k = 0\n", + "for i in tqdm(range(len(mpvinv))):\n", + "#i is the sorted index for Mpvinv\n", + " density = bounded_1d_kde(mpvinv[i], xlow=0., xhigh=1000, method=\"Reflection\")\n", + " distribution = density(bins[:-1])\n", + " norm = np.sum(distribution) * (bins[1]-bins[0])\n", + " np.savetxt('./INJDATA/GW190521/'+str(i)+'.txt',np.transpose([bins[:-1],distribution/norm]))\n", + " #combine += distribution/norm" + ] + }, + { + "cell_type": "markdown", + "id": "01419cad", + "metadata": {}, + "source": [ + "# GW190521 real data run" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5cbd2e49", + "metadata": {}, + "outputs": [], + "source": [ + "f = h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW190521-mpv1000/extract.hdf','r')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a3f7f975", + "metadata": {}, + "outputs": [], + "source": [ + "d = bounded_1d_kde(f['samples']['parity_mpvinverse'][()])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "da49b929", + "metadata": {}, + "outputs": [], + "source": [ + "r = d(bins[:-1])\n", + "r = r/np.sum(r)/(bins[2]-bins[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "cdc06bac", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'mpvinvplus' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/local/user/yifan.wang/ipykernel_3238571/3463940405.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcombine\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmpvinvplus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'injection'\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 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'GW190521'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\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[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'GW190521-inj.png'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbbox_inches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'mpvinvplus' is not defined" + ] + } + ], + "source": [ + "plt.plot(bins[:-1],combine/len(mpvinvplus),label='injection')\n", + "plt.plot(bins[:-1],r,label='GW190521')\n", + "plt.legend()\n", + "plt.savefig('GW190521-inj.png',bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "14be1bbe", + "metadata": {}, + "source": [ + "# GW191109" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e80548bc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 93%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉ | 93/100 [08:39<00:36, 5.23s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "93 is missing.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 95%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 95/100 [08:43<00:18, 3.80s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "95 is missing.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [09:09<00:00, 5.49s/it]\n" + ] + } + ], + "source": [ + "path2 = '/work/yifan.wang/testingGR-o3b/injstudy/GW191109-rerun/injections-GW191109_output/posterior_files/'\n", + "for i in tqdm(range(100)):\n", + " try:\n", + " f = h5py.File(path2+'H1L1V1-EXTRACT_POSTERIOR_INJ'+str(i)+'-1126259200-400.hdf','r')\n", + " density = bounded_1d_kde(f['samples']['parity_mpvinverse'][()], xlow=0., xhigh=1000, method=\"Reflection\")\n", + " distribution = density(bins[:-1])\n", + " norm = np.sum(distribution) * (bins[1]-bins[0])\n", + " np.savetxt('./INJDATA/GW191109/'+str(i)+'.txt',np.transpose([bins[:-1],distribution/norm]))\n", + " except FileNotFoundError:\n", + " print(i,' is missing.')\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "793f0491", + "metadata": {}, + "outputs": [], + "source": [ + "f = h5py.File('/work/yifan.wang/testingGR-o3b/t2-o3bevents/o3btgr_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW191109_010717-1126259200-400.hdf','r')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "18d4b73e", + "metadata": {}, + "outputs": [], + "source": [ + "d = bounded_1d_kde(f['samples']['parity_mpvinverse'][()])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fb1c3d34", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 138.42it/s]\n" + ] + } + ], + "source": [ + "combine = np.zeros(len(bins[:-1]))\n", + "k = 0\n", + "for i in tqdm(range(100)):\n", + " try:\n", + " f = np.loadtxt('./INJDATA/GW191109/'+str(i)+'.txt')\n", + " combine += f[:,1]\n", + " except OSError:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bcd8caf2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f3494f854e0>]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 735.243x490.405 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(bins[:-1],combine/98)\n", + "plt.plot(bins[:-1],d(bins[:-1]),label='GW191109')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9d5ef68", + "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 +}