{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Section 1) Data extraction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Here we extract light curves from our three energy bands, interpolate and rebin them, and derive their cross correlation functions.\n", "\n", "## No modelling is performed in this section." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [], "source": [ "from pylab import *\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import scipy.optimize\n", "import csv\n", "pi = np.pi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract the raw light curves, and set up time bins in each." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [], "source": [ "MJD_U = np.array(())\n", "MJD_B = np.array(())\n", "MJD_HX = np.array(())\n", "MJD_SX = np.array(())\n", "MJD_UVW2 = np.array(())\n", "MJD_V = np.array(())\n", "MJD_UVM2 = np.array(())\n", "MJD_UVW1 = np.array(())\n", "\n", "duration_U = np.array(())\n", "duration_B = np.array(())\n", "duration_HX = np.array(())\n", "duration_SX = np.array(())\n", "duration_UVW2 = np.array(())\n", "duration_V = np.array(())\n", "duration_UVM2 = np.array(())\n", "duration_UVW1 = np.array(())\n", "\n", "flux_U = np.array(())\n", "flux_B = np.array(())\n", "flux_HX = np.array(())\n", "flux_SX = np.array(())\n", "flux_UVW2 = np.array(())\n", "flux_V = np.array(())\n", "flux_UVM2 = np.array(())\n", "flux_UVW1 = np.array(())\n", "\n", "flux_err_U = np.array(())\n", "flux_err_B = np.array(())\n", "flux_err_HX = np.array(())\n", "flux_err_SX = np.array(())\n", "flux_err_UVW2 = np.array(())\n", "flux_err_V = np.array(())\n", "flux_err_UVM2 = np.array(())\n", "flux_err_UVW1 = np.array(())\n", "\n", "with open('raw_lightcurves/NGC4151/lcdata.csv', 'rb') as csvfile:\n", " data_file = csv.reader(csvfile, delimiter=',', quotechar='|')\n", " for row in data_file:\n", " if row[0] == '\"NGC4151\"':\n", " if row[1] == '\"U\"':\n", " MJD_U = np.append(MJD_U, row[3])\n", " duration_U = np.append(duration_U, row[4])\n", " flux_U = np.append(flux_U, row[5])\n", " flux_err_U = np.append(flux_err_U, row[6])\n", " elif row[1] == '\"B\"':\n", " MJD_B = np.append(MJD_B, row[3])\n", " duration_B = np.append(duration_B, row[4])\n", " flux_B = np.append(flux_B, row[5])\n", " flux_err_B = np.append(flux_err_B, row[6])\n", " elif row[1] == '\"HX\"':\n", " MJD_HX = np.append(MJD_HX, row[3])\n", " duration_HX = np.append(duration_HX, row[4])\n", " flux_HX = np.append(flux_HX, row[5])\n", " flux_err_HX = np.append(flux_err_HX, row[6])\n", " elif row[1] == '\"SX\"':\n", " MJD_SX = np.append(MJD_SX, row[3])\n", " duration_SX = np.append(duration_SX, row[4])\n", " flux_SX = np.append(flux_SX, row[5])\n", " flux_err_SX = np.append(flux_err_SX, row[6])\n", " elif row[1] == '\"UVW2\"':\n", " MJD_UVW2 = np.append(MJD_UVW2, row[3])\n", " duration_UVW2 = np.append(duration_UVW2, row[4])\n", " flux_UVW2 = np.append(flux_UVW2, row[5])\n", " flux_err_UVW2 = np.append(flux_err_UVW2, row[6])\n", " elif row[1] == '\"V\"':\n", " MJD_V = np.append(MJD_V, row[3])\n", " duration_V = np.append(duration_V, row[4])\n", " flux_V = np.append(flux_V, row[5])\n", " flux_err_V = np.append(flux_err_V, row[6])\n", " elif row[1] == '\"UVM2\"':\n", " MJD_UVM2 = np.append(MJD_UVM2, row[3])\n", " duration_UVM2 = np.append(duration_UVM2, row[4])\n", " flux_UVM2 = np.append(flux_UVM2, row[5])\n", " flux_err_UVM2 = np.append(flux_err_UVM2, row[6])\n", " elif row[1] == '\"UVW1\"':\n", " MJD_UVW1 = np.append(MJD_UVW1, row[3])\n", " duration_UVW1 = np.append(duration_UVW1, row[4])\n", " flux_UVW1 = np.append(flux_UVW1, row[5])\n", " flux_err_UVW1 = np.append(flux_err_UVW1, row[6])\n", " \n", "bat_dat = np.genfromtxt('raw_lightcurves/NGC4151/bat.qdp', skip_header=1)\n", "MJD_BAT = bat_dat[:,0]\n", "flux_BAT = bat_dat[:,1]\n", "flux_err_BAT = bat_dat[:,2]\n", "\n", "MJD_U = MJD_U.astype('float')\n", "duration_U = duration_U.astype('float')\n", "flux_U = flux_U.astype('float')\n", "flux_err_U = flux_err_U.astype('float')\n", "dt_U = MJD_U[1:] - MJD_U[:-1]\n", "\n", "MJD_B = MJD_B.astype('float')\n", "duration_B = duration_B.astype('float')\n", "flux_B = flux_B.astype('float')\n", "flux_err_B = flux_err_B.astype('float')\n", "dt_B = MJD_B[1:] - MJD_B[:-1]\n", "\n", "MJD_HX = MJD_HX.astype('float')\n", "duration_HX = duration_HX.astype('float')\n", "flux_HX = flux_HX.astype('float')\n", "flux_err_HX = flux_err_HX.astype('float')\n", "dt_HX = MJD_HX[1:] - MJD_HX[:-1]\n", "\n", "MJD_SX = MJD_SX.astype('float')\n", "duration_SX = duration_SX.astype('float')\n", "flux_SX = flux_SX.astype('float')\n", "flux_err_SX = flux_err_SX.astype('float')\n", "dt_SX = MJD_SX[1:] - MJD_SX[:-1]\n", "\n", "MJD_UVW2 = MJD_UVW2.astype('float')\n", "duration_UVW2 = duration_UVW2.astype('float')\n", "flux_UVW2 = flux_UVW2.astype('float')\n", "flux_err_UVW2 = flux_err_UVW2.astype('float')\n", "dt_UVW2 = MJD_UVW2[1:] - MJD_UVW2[:-1]\n", "\n", "MJD_V = MJD_V.astype('float')\n", "duration_V = duration_V.astype('float')\n", "flux_V = flux_V.astype('float')\n", "flux_err_V = flux_err_V.astype('float')\n", "dt_V = MJD_V[1:] - MJD_V[:-1]\n", "\n", "MJD_UVM2 = MJD_UVM2.astype('float')\n", "duration_UVM2 = duration_UVM2.astype('float')\n", "flux_UVM2 = flux_UVM2.astype('float')\n", "flux_err_UVM2 = flux_err_UVM2.astype('float')\n", "dt_UVM2 = MJD_UVM2[1:] - MJD_UVM2[:-1]\n", "\n", "MJD_UVW1 = MJD_UVW1.astype('float')\n", "duration_UVW1 = duration_UVW1.astype('float')\n", "flux_UVW1 = flux_UVW1.astype('float')\n", "flux_err_UVW1 = flux_err_UVW1.astype('float')\n", "dt_UVW1 = MJD_UVW1[1:] - MJD_UVW1[:-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we interpolate the lightcurves onto a common grid since they were irregularly binned." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [], "source": [ "dt_dat= 0.05 # Binning of the interpolated time grid\n", "\n", "comparison_times = np.arange(MJD_SX[0], MJD_SX[-1], dt_dat)\n", "flux_BAT_int = np.interp(comparison_times, MJD_BAT, flux_BAT)\n", "flux_U_int = np.interp(comparison_times, MJD_U, flux_U)\n", "flux_V_int = np.interp(comparison_times, MJD_V, flux_V)\n", "flux_B_int = np.interp(comparison_times, MJD_B, flux_B)\n", "flux_HX_int = np.interp(comparison_times, MJD_HX, flux_HX)\n", "flux_UVW1_int = np.interp(comparison_times, MJD_UVW1, flux_UVW1)\n", "flux_UVW2_int = np.interp(comparison_times, MJD_UVW2, flux_UVW2)\n", "flux_UVM2_int = np.interp(comparison_times, MJD_UVM2, flux_UVM2)\n", "flux_SX_int = np.interp(comparison_times, MJD_SX, flux_SX)\n", "\n", "flux_err_BAT_int = np.interp(comparison_times, MJD_BAT, flux_err_BAT)\n", "flux_err_U_int = np.interp(comparison_times, MJD_U, flux_err_U)\n", "flux_err_V_int = np.interp(comparison_times, MJD_V, flux_err_V)\n", "flux_err_B_int = np.interp(comparison_times, MJD_B, flux_err_B)\n", "flux_err_HX_int = np.interp(comparison_times, MJD_HX, flux_err_HX)\n", "flux_err_UVW1_int = np.interp(comparison_times, MJD_UVW1, flux_err_UVW1)\n", "flux_err_UVW2_int = np.interp(comparison_times, MJD_UVW2, flux_err_UVW2)\n", "flux_err_UVM2_int = np.interp(comparison_times, MJD_UVM2, flux_err_UVM2)\n", "flux_err_SX_int = np.interp(comparison_times, MJD_SX, flux_err_SX)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we can rebin the lightcurves to obtain a more reliable signal/noise. These are the lightcurves we will model later on." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [], "source": [ "dt_rebn = 0.5 # Spacing of the rebinned time grid.\n", "\n", "bins = np.arange(MJD_SX[0], MJD_SX[-1], dt_rebn)\n", "digitized = np.digitize(comparison_times[3:-3], bins)\n", "comparison_times_rebn = np.asarray([comparison_times[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_BAT_rebn = np.asarray([flux_BAT_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_U_rebn = np.asarray([flux_U_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_V_rebn = np.asarray([flux_V_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_B_rebn = np.asarray([flux_B_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_HX_rebn = np.asarray([flux_HX_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_SX_rebn = np.asarray([flux_SX_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_UVW1_rebn = np.asarray([flux_UVW1_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_UVW2_rebn = np.asarray([flux_UVW2_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_UVM2_rebn = np.asarray([flux_UVM2_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "\n", "flux_err_BAT_rebn = np.asarray([flux_err_BAT_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_U_rebn = np.asarray([flux_err_U_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_B_rebn = np.asarray([flux_err_B_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_V_rebn = np.asarray([flux_err_V_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_HX_rebn = np.asarray([flux_err_HX_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_SX_rebn = np.asarray([flux_err_SX_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_UVW1_rebn = np.asarray([flux_err_UVW1_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_UVW2_rebn = np.asarray([flux_err_UVW2_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])\n", "flux_err_UVM2_rebn = np.asarray([flux_err_UVM2_int[3:-3][digitized == i].mean() for i in range(1, len(bins))])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We can now plot the rebinned light curves and have a look at them." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'BAT')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x2160 with 9 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8,ax9) = plt.subplots(9, sharex = True, figsize = (15, 30))\n", "ax1.errorbar(MJD_V, flux_V, flux_err_V, xerr = duration_V/86400.,\\\n", " label = 'V', c='g', ls = 'none', fmt = 'x')\n", "ax1.set_ylabel('V')\n", "ax2.errorbar(MJD_B, flux_B, flux_err_B, xerr = duration_B/86400.,\\\n", " label = 'B', c='r', ls = 'none', fmt = 'x')\n", "ax2.set_ylabel('B')\n", "ax3.errorbar(MJD_U, flux_U, flux_err_U, xerr = duration_U/86400.,\\\n", " label = 'U', c='b', ls = 'none', fmt = 'x')\n", "ax3.set_ylabel('U')\n", "ax4.errorbar(MJD_UVW1, flux_UVW1, flux_err_UVW1, xerr = duration_UVW1/86400.,\\\n", " label = 'UVW1', c='m', ls = 'none', fmt = 'x')\n", "ax4.set_ylabel('UVW1')\n", "ax5.errorbar(MJD_UVM2, flux_UVM2, flux_err_UVM2, xerr = duration_UVM2/86400.,\\\n", " label = 'UVM2', c='pink', ls = 'none', fmt = 'x')\n", "ax5.set_ylabel('UVM2')\n", "ax6.errorbar(MJD_UVW2, flux_UVW2, flux_err_UVW2, xerr = duration_UVW2/86400.,\\\n", " label = 'UVW2', c='cyan', ls = 'none', fmt = 'x')\n", "ax6.set_ylabel('UVW2')\n", "ax7.errorbar(MJD_SX, flux_SX, flux_err_SX, xerr = duration_SX/86400.,\\\n", " label = 'SX', c='y', ls = 'none', fmt = 'x')\n", "ax7.set_ylabel('SX')\n", "ax8.errorbar(MJD_HX, flux_HX, flux_err_HX, xerr = duration_HX/86400.,\\\n", " label = 'HX', c='k', ls = 'none', fmt = 'x')\n", "ax8.set_ylabel('HX')\n", "ax9.errorbar(MJD_BAT, flux_BAT, flux_err_BAT,\\\n", " label = 'BAT', c='purple', ls = 'none', fmt = 'x')\n", "ax9.set_ylabel('BAT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we will produce cross-correlation functions (CCFs) between our UVM2 band and the other two. To do this we will define the CCF." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [], "source": [ "taus = np.arange(-20, 20, dt_rebn)\n", "\n", "def CCF(s, h, dt, s_err = 0, h_err=0, s_int_err = 0, h_int_err = 0): \n", " \n", " if type(s_err)==int :\n", " s_err = np.zeros(len(s))\n", " if type(h_err)==int:\n", " h_err = np.zeros(len(h))\n", " \n", " lens = len(s)\n", "\n", " corrs = np.zeros(len(taus))\n", " \n", " for j in range(len(taus)):\n", " tau = taus[j]\n", " di = int(tau/dt)\n", " if abs(di) < lens:\n", " if di > 0:\n", " '''Imagine s staying fixed and h 'rolling' forward by di beneath it.'''\n", " s_up = s[:-di]\n", " s_err_up = s_err[:-di]\n", " h_up = h[di:]\n", " h_err_up = h_err[di:]\n", " elif di == 0:\n", " s_up = s\n", " s_err_up = s_err\n", " h_up = h\n", " h_err_up = h_err\n", " else:\n", " s_up = s[abs(di):]\n", " s_err_up = s_err[abs(di):]\n", " h_up = h[:-abs(di)]\n", " h_err_up = h_err[:-abs(di)] \n", " save = np.average(s_up)\n", " have = np.average(h_up)\n", " sig_s = np.var(s_up)\n", " sig_h = np.var(h_up)\n", " sig_s_err = np.var(s_err_up)\n", " sig_h_err = np.var(h_err_up)\n", " lens_up = len(s_up)\n", " \n", " divisor = ((sig_s * (1 - s_int_err) - sig_s_err) * (sig_h * (1-h_int_err) - sig_h_err))**0.5\n", " corrs[j] = np.sum((s_up - save) * (h_up - have)) / lens_up\n", " corrs[j] = corrs[j] / divisor\n", " \n", " return corrs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We should also correct for interpolation error as in Gardner & Done 2017. This requires that we define a gaussian function and fit our raw CCF using two gaussian functions; the narrow central gaussian will be spurious, and so we can quantify the interpolation error in terms of the narrow gaussian parameters." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def gaussian(x, amp_A, sig2_A, amp_B, sig2_B, K):\n", " return amp_A / np.sqrt(2*pi*sig2_A) * np.exp( - (x)**2 / (2*sig2_A)) +\\\n", " amp_B / np.sqrt(2*pi*sig2_B) * np.exp( - (x)**2 / (2*sig2_B)) + K\n", "\n", "def CCF_corrected(s, h, dt, s_err, h_err, mode = 'corr'):\n", " if mode == 'corr':\n", " ACF_s = CCF(s, s, dt_rebn, s_err, s_err)\n", " params_s = scipy.optimize.curve_fit(gaussian,taus,ACF_s, maxfev = 50000)[0]\n", " \n", " ACF_h = CCF(h, h, dt_rebn, h_err, h_err)\n", " params_h = scipy.optimize.curve_fit(gaussian,taus,ACF_h, maxfev = 50000)[0]\n", " \n", " sig2_e_s_rat = min(params_s[1], params_s[3]) / max(params_s[1], params_s[3])\n", " sig2_e_h_rat = min(params_h[1], params_h[3]) / max(params_h[1], params_h[3])\n", " \n", " CCF_corr = CCF(s, h, dt, s_err, h_err, sig2_e_s_rat, sig2_e_h_rat)\n", " if mode == 'nocorr':\n", " CCF_corr = CCF(s, h, dt, s_err, h_err) \n", "\n", " return CCF_corr[::-1]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we can plot the corrected CCFs of our data and compare them." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/raad/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in sqrt\n", " \n", "/home/raad/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: overflow encountered in exp\n", " \n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'normalised CCF')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CCF_SX = CCF_corrected(flux_UVW1_rebn, flux_SX_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_SX_rebn)\n", "CCF_HX = CCF_corrected(flux_UVW1_rebn, flux_HX_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_HX_rebn)\n", "CCF_UVW2 = CCF_corrected(flux_UVW1_rebn, flux_UVW2_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_UVW2_rebn)\n", "CCF_UVM2 = CCF_corrected(flux_UVW1_rebn, flux_UVM2_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_UVM2_rebn)\n", "CCF_V = CCF_corrected(flux_UVW1_rebn, flux_V_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_V_rebn)\n", "CCF_B = CCF_corrected(flux_UVW1_rebn, flux_B_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_B_rebn)\n", "CCF_U = CCF_corrected(flux_UVW1_rebn, flux_U_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_U_rebn)\n", "CCF_BAT = CCF_corrected(flux_UVW1_rebn, flux_BAT_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_BAT_rebn)\n", "\n", "f, ax = plt.subplots(figsize= (15,10))\n", "ax.plot(taus, CCF_BAT, c = 'k', alpha = 1/7.)\n", "ax.plot(taus, CCF_HX, c = 'k', alpha = 2/7.)\n", "ax.plot(taus, CCF_SX, c = 'k', alpha = 3/7.)\n", "ax.plot(taus, CCF_UVM2, c = 'k', alpha = 4/7.)\n", "ax.plot(taus, CCF_U, c = 'k', alpha = 5/7.)\n", "ax.plot(taus, CCF_B, c = 'k', alpha = 6/7.)\n", "ax.plot(taus, CCF_V, c = 'k' , alpha = 7/7.)\n", "ax.set_title('CCF wrt UVW1. Darker lines are longer wavelength. BAT is palest.')\n", "ax.set_xlabel('tau (days)')\n", "ax.set_ylabel('normalised CCF')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Section 2) Lightcurve modelling" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import os\n", "import scipy\n", "import xspec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Users should ensure that they either have a version of XSPEC sufficiently new that it contains the model agnsed or that they have agnsed installed as a local model. In the latter case, uncomment and fill in the following piece of code." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "'\\nxspec.AllModels.initpackage(\"agnmodel\", \"lmodel_agnsed.dat\", \"path/to/your/agnsed_local_model\")\\nxspec.AllModels.lmod(\"agnmodel\", \"path/to/your/agnsed_local_model\")\\n'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "xspec.AllModels.initpackage(\"agnmodel\", \"lmodel_agnsed.dat\", \"path/to/your/agnsed_local_model\")\n", "xspec.AllModels.lmod(\"agnmodel\", \"path/to/your/agnsed_local_model\")\n", "'''" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [], "source": [ "'''For Raad's use only; please ignore if I've left this in.'''\n", "\n", "xspec.AllModels.initpackage(\"agnmodel\", \"lmodel_agnsed.dat\", \"/home/raad/PhD/Data/Work_Dir/agnsed\")\n", "xspec.AllModels.lmod(\"agnmodel\", \"/home/raad/PhD/Data/Work_Dir/agnsed\")\n", "os.chdir(\"/home/raad/PhD/Dropbox/Code/AGN_togithub\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Here we have some physical constants in cgs units." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [], "source": [ "c = 29979245800.\n", "M_sol = 1.989e33\n", "G = 6.6743e-8\n", "m_p = 1.6726219 * 10**-24\n", "sig_T = 6.6524 * 10**-25\n", "k_B = 1.38064852 * 10**-16\n", "keV = 1.60218e-12 * 10**3.\n", "sig_SB = 5.6704 * 10**-5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Here we have the parameters of the physical system derived from prior xspec fitting." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [], "source": [ "M_bh_M_sol = 4. * 10**7\n", "D = 19\n", "logmdot = -1.86505\n", "astar = 0.\n", "cosi = 0.6\n", "redshift = 0.0033\n", "\n", "logrout=5.\n", "r_o=10**logrout\n", "r_DS = 390.\n", "r_SH = 90.1314\n", "r_i = 6.\n", "f_irr = 1.\n", "hx = 10.\n", "kT_hot = 100.\n", "kT_warm = 0.17\n", "Gamma_hot = 1.793\n", "Gamma_warm = 2.7\n", "\n", "incl = np.arccos(cosi)\n", "\n", "M_bh = M_bh_M_sol * M_sol\n", "R_g = G*M_bh /c**2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we can boot up xspec within python, and set up our agnsed model and environment." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [], "source": [ "\n", "os.chdir(\"xspec_placeholder_data\")\n", "\n", "s = xspec.Spectrum(\"source_c20.pi\")\n", "m = xspec.Model(\"agnsed\")\n", "xspec.AllData.dummyrsp(1e-5,1e3,10000)\n", "\n", "\n", "xspec.Xset.abund = \"grsa\"\n", "xspec.Xset.cosmo = \"70 0 0.73\"\n", "xspec.Xset.xsect = \"bcmc\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we can individually model the disc and soft and hard Compton components, and save their fluxes over the energy range (edat) in arrays disc_raw_agnsed_energy, soft_raw_agnsed_energy and hard_raw_agnsed_energy.\n", "\n", "## We will also compute the luminosities of these three components for interest, and to use L_hard later in lightcurve modelling." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#Modelling the disc.\n", "\n", "m.setPars(M_bh_M_sol, D, logmdot, astar,\\\n", " cosi, kT_hot, kT_warm,\\\n", " Gamma_hot, \"-{},1e-2,-2.7,-2.7,2.7,2.7\".format(Gamma_warm),\\\n", " r_SH, r_DS, logrout, hx, 1., redshift,1)\n", "xspec.Plot(\"emo\")\n", "edat = np.asarray(xspec.Plot.x())\n", "F_disc_raw = np.asarray(xspec.Plot.model())\n", "F_disc_raw = np.nan_to_num(F_disc_raw)\n", "disc_raw_agnsed_energy = np.trapz(F_disc_raw, edat)\n", "xspec.AllModels.calcLumin(\"4e-5 1000. 3.3e-03\")\n", "L_disc =s.lumin[0]*1.0e44 # erg s^-1\n", "\n", "\n", "#Modelling the soft Compton.\n", "m.setPars(M_bh_M_sol, D, logmdot, astar, cosi,\\\n", " kT_hot, \"-{},,-5.,-5.,100.,100.\".format(kT_warm),\\\n", " Gamma_hot, Gamma_warm,\\\n", " r_SH, r_DS, logrout, hx, 1., redshift,1)\n", "xspec.Plot.device = \"null\"\n", "xspec.Plot(\"emo\")\n", "F_soft_raw = np.asarray(xspec.Plot.model())\n", "F_soft_raw = np.nan_to_num(F_soft_raw)\n", "soft_raw_agnsed_energy = np.trapz(F_soft_raw, edat)\n", "xspec.AllModels.calcLumin(\"4e-5 1000. 3.3e-03\")\n", "L_soft =s.lumin[0]*1.0e44 # erg s^-1\n", "\n", "\n", "#Modelling the hard Compton.\n", "m.setPars(M_bh_M_sol, D, logmdot, astar, cosi,\\\n", " \"-{},,-100.,-100.,100.,100.\".format(kT_hot), kT_warm,\\\n", " Gamma_hot, Gamma_warm,\\\n", " r_SH, r_DS, logrout, hx, 1., redshift,1)\n", "xspec.Plot(\"emo\")\n", "F_hard_raw = np.asarray(xspec.Plot.model())\n", "F_hard_raw = np.nan_to_num(F_hard_raw)\n", "hard_raw_agnsed_energy = np.trapz(F_hard_raw, edat)\n", "xspec.AllModels.calcLumin(\"4e-5 1000. 3.3e-03\")\n", "L_hard = s.lumin[0]*1.0e44 # erg s^-1" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "E_UVW1 = 12.398/2600\n", "dE_UVW1 = 12.398/2250 - 12.398/2950\n", "\n", "E_BAT = 90.5\n", "dE_BAT = 134.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's plot what we've modelled to check how our spectrum looks (and that it matches with our original xspec fit!)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'$keV^2$ $(Photons$ $cm^{-2}$ $s^{-1}$ $kev^{-1})$')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax1 = plt.subplots(figsize= (15,10))\n", "ax1.plot(edat, edat*F_disc_raw, c = 'red')\n", "ax1.plot(edat, edat*F_soft_raw, c = 'green')\n", "ax1.plot(edat, edat*F_hard_raw, c = 'cyan')\n", "ax1.axvspan(E_UVW1 - dE_UVW1/2 , E_UVW1 + dE_UVW1/2, color = 'g', alpha =0.5)\n", "ax1.axvspan(E_BAT - dE_BAT/2 , E_BAT + dE_BAT/2, color = 'b', alpha =0.5)\n", "ax1.set_xscale('log')\n", "ax1.set_yscale('log')\n", "ax1.set_xlabel('$Energy$ $(keV)$')\n", "ax1.set_ylabel('$keV^2$ $(Photons$ $cm^{-2}$ $s^{-1}$ $kev^{-1})$')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now that the overall spectral components are taken care of, we can define some functions describing the radial range we will model on the disc/warm Compton, the temperature due to gravitational dissipation, the heating due to hard X-ray illumination, and the effective temperare on the disc from exernal heating+gravity." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [], "source": [ "N_r = 10 # We will model 10 annuli in the soft zone and 10 annuli in the thin disc.\n", "\n", "def r_bounds(r_o, r_i, N_r):\n", " return np.logspace( log10(r_o), log10(r_i), N_r + 1 )\n", "\n", "def M_dot(logmdot):\n", " L_Ledd = 10**logmdot\n", " Ledd = 4*pi*G*M_bh*m_p*c/sig_T\n", " L = L_Ledd * Ledd\n", " Mdot= L / (0.0572 * c**2)\n", " return Mdot \n", "\n", "def T_grav_F_grav(r, dr):\n", " Mdot = M_dot(logmdot)\n", " temp = ((G*M_bh*Mdot/(8*pi*sig_SB)) * (r*R_g)**-3. * 3 )**(1./4.)\n", " return k_B * temp / keV, sig_SB*temp**4\n", "\n", "def F_rep(r, L_cor=L_hard):\n", " n = pi/2. - np.arctan2(hx, r)\n", " l = np.sqrt(r**2 + hx**2)\n", " return f_irr * L_cor * np.cos(n) / (4*pi*(l*R_g)**2)\n", "\n", "def T_eff(r, dr, L_cor=L_hard):\n", " T_g, F_g = T_grav_F_grav(r, dr)\n", " F_r = F_rep(r, L_cor) \n", " T_out = T_g * ((F_r+F_g)/F_g)**0.25\n", " return T_out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we model the energy spectrum from every annulus in the thermal disc." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# We define the radial range and annular thicknesses on our disc.\n", "r_bins_disc = r_bounds(r_o, r_DS, N_r)\n", "rs_disc = np.asarray([(r_bins_disc[i+1]+r_bins_disc[i])/2 for i in range(len(r_bins_disc)-1)])\n", "drs_disc = [(r_bins_disc[i] -r_bins_disc[i+1]) for i in range(len(r_bins_disc)-1)]\n", "\n", "# Now we compute the time-averaged gravitational heating temperature, the heating temperature, \n", "# the gravitational dissipation flux, the X-ray heating flux and the overall temperature for every annulus\n", "# on the disc.\n", "T_gravs_disc = np.zeros(N_r)\n", "F_gravs_disc = np.zeros(N_r)\n", "F_reps0_disc = np.zeros(N_r)\n", "T_effs0_disc = np.zeros(N_r)\n", "repfracs_disc = np.zeros(N_r)\n", "\n", "for i in range(N_r):\n", " T_gravs_disc[i] = T_grav_F_grav(rs_disc[i],drs_disc[i])[0] \n", " F_gravs_disc[i] = T_grav_F_grav(rs_disc[i],drs_disc[i])[1]\n", " F_reps0_disc[i] = F_rep(rs_disc[i])\n", " repfracs_disc[i] = F_reps0_disc[i] / F_gravs_disc[i]\n", " T_effs0_disc[i] = T_eff(rs_disc[i],drs_disc[i])\n", "\n", "# We now normalize the spectral shape of our annular thermal spectra so that the energy in their sum equals the\n", "# energy in the AGNSED thermal component.\n", "\n", "def discnorms():\n", " m = xspec.Model(\"bbody\")\n", " m.setPars(\"0.2,-1,1e-8,1e-8,0.2,0.2\", \"100.\")\n", " disc_fluxes = np.zeros((N_r, len(edat)))\n", " total_disc_r = np.zeros(N_r)\n", " for i in range(N_r):\n", " r = rs_disc[i]\n", " dr = drs_disc[i]\n", " eps = r**-3. * 3 * (1- np.sqrt(r_DS/r)) * r * dr\n", " T_effr = T_effs0_disc[i] \n", " m.setPars({1:T_effr})\n", " xspec.Plot(\"emo\")\n", " disc_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) * eps\n", " total_disc_r[i] = np.trapz(disc_fluxes[i], edat)\n", " disc_raw_comptt_energy= np.sum(total_disc_r)\n", " norm = disc_raw_agnsed_energy / disc_raw_comptt_energy\n", " return norm\n", "\n", "# discnorm is only computed once, andis what we will use in the following modelling to ensure that the fluxes\n", "# from our annuli are consistent with the AGNSED-fit spectrum.\n", "discnorm = discnorms()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we will plot all of our disc annuli to see how they contribute to the UVW1 band." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax2 = plt.subplots(figsize= (15,10))\n", "\n", "m = xspec.Model(\"bbody\")\n", "m.setPars(\"0.2,-1,1e-8,1e-8,0.2,0.2\", \"100.\")\n", "disc_fluxes = np.zeros((N_r, len(edat)))\n", "total_disc_r = np.zeros(N_r)\n", "for i in range(N_r):\n", " r = rs_disc[i]\n", " dr = drs_disc[i]\n", " eps = r**-3. * 3 * (1- np.sqrt(r_DS/r)) * r * dr\n", " T_effr = T_effs0_disc[i] \n", " m.setPars({1:T_effr})\n", " xspec.Plot(\"emo\")\n", " disc_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) * eps\n", " ax2.plot(edat, discnorm*edat*disc_fluxes[i], linestyle = '--')\n", "\n", "ax2.plot(edat, discnorm*edat*np.sum(disc_fluxes,axis=0), c = 'darkred')\n", "ax2.axvspan(E_UVW1 - dE_UVW1/2 , E_UVW1 + dE_UVW1/2, color = 'g', alpha =0.5)\n", "ax2.axvspan(E_BAT - dE_BAT/2 , E_BAT + dE_BAT/2, color = 'b', alpha =0.5)\n", "ax2.set_xscale('log')\n", "ax2.set_yscale('log')\n", "ax2.set_xlabel('$Energy$ $(keV)$')\n", "ax2.set_ylabel('$keV^2$ $(Photons$ $cm^{-2}$ $s^{-1}$ $kev^{-1})$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We now repeat the above procedure for the warm Compton zone, and plot our resultant annular spectra." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_bins_warm = r_bounds(r_DS, r_SH, N_r)\n", "rs_warm = np.asarray([(r_bins_warm[i+1]+r_bins_warm[i])/2 for i in range(len(r_bins_warm)-1)])\n", "drs_warm = [(r_bins_warm[i] -r_bins_warm[i+1]) for i in range(len(r_bins_warm)-1)]\n", "\n", "T_gravs_warm = np.zeros(N_r)\n", "T_effs0_warm = np.zeros(N_r)\n", "F_gravs_warm = np.zeros(N_r)\n", "F_reps0_warm = np.zeros(N_r)\n", "repfracs_warm = np.zeros(N_r)\n", "for i in range(N_r):\n", " T_gravs_warm[i] = T_grav_F_grav(rs_warm[i],drs_warm[i])[0] \n", " F_gravs_warm[i] = T_grav_F_grav(rs_warm[i],drs_warm[i])[1]\n", " F_reps0_warm[i] = F_rep(rs_warm[i])\n", " repfracs_warm[i] = F_reps0_warm[i] / F_gravs_warm[i]\n", " T_effs0_warm[i] = T_eff(rs_warm[i],drs_warm[i])\n", "\n", "def compnorms():\n", " m = xspec.Model(\"nthcomp\")\n", " m.setPars(Gamma_warm,\"{},,0.,0.,100.,100.,\".format(kT_warm),\\\n", " \"0.00056,,0.,0.,100.,100.\",0.,redshift,\"1.\")\n", " soft_fluxes = np.zeros((N_r, len(edat)))\n", " total_comptt_r = np.zeros(N_r)\n", " for i in range(N_r):\n", " r = rs_warm[i]\n", " dr = drs_warm[i]\n", " eps = r**-3. * 3 * (1- np.sqrt(r_SH/r)) * r * dr\n", " T_effr = T_effs0_warm[i]\n", " m.setPars({3:T_effr})\n", " xspec.Plot(\"emo\")\n", " soft_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) * eps\n", " total_comptt_r[i] = np.trapz(soft_fluxes[i], edat)\n", " soft_raw_comptt_energy= np.sum(total_comptt_r)\n", " norm = soft_raw_agnsed_energy / soft_raw_comptt_energy\n", "\n", " return norm\n", "\n", "compnorm = compnorms()\n", "\n", "\n", "\n", "f, ax3 = plt.subplots(figsize= (15,10))\n", "\n", "m = xspec.Model(\"nthcomp\")\n", "m.setPars(Gamma_warm,\"{},,0.,0.,100.,100.,\".format(kT_warm),\\\n", " \"0.00056,,0.,0.,100.,100.\",0.,redshift,\"1.\")\n", "soft_fluxes = np.zeros((N_r, len(edat)))\n", "total_comptt_r = np.zeros(N_r)\n", "for i in range(N_r):\n", " r = rs_warm[i]\n", " dr = drs_warm[i]\n", " eps = r**-3. * 3 * (1- np.sqrt(r_SH/r)) * r * dr\n", " T_effr = T_effs0_warm[i]\n", " m.setPars({3:T_effr})\n", " xspec.Plot(\"emo\")\n", " soft_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) * eps\n", " ax3.plot(edat, compnorm*edat*soft_fluxes[i], linestyle = '--')\n", " total_comptt_r[i] = np.trapz(soft_fluxes[i], edat)\n", "ax3.plot(edat, compnorm*edat*np.sum(soft_fluxes,axis=0), c = 'darkgreen')\n", "\n", "ax3.axvspan(E_UVW1 - dE_UVW1/2 , E_UVW1 + dE_UVW1/2, color = 'g', alpha =0.5)\n", "ax3.axvspan(E_BAT - dE_BAT/2 , E_BAT + dE_BAT/2, color = 'b', alpha =0.5)\n", "ax3.set_xscale('log')\n", "ax3.set_yscale('log')\n", "ax3.set_xlabel('$Energy$ $(keV)$')\n", "ax3.set_ylabel('$keV^2$ $(Photons$ $cm^{-2}$ $s^{-1}$ $kev^{-1})$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We will now deal with the timing-exclusive aspects of our model.\n", "\n", "## First we define the transfer function for an annulus with inner edge r_inner and outer edge r_outer, according to the procedure of Welsh & Horne (1991)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def point_illum_transferfn(r_outer, r_inner):\n", " N_disc = 500\n", " N_phi = 500\n", " dphi = 2*pi / N_phi\n", " taus = np.arange(0, 500, dt_dat)\n", " \n", " r_bins = np.linspace( r_outer, r_inner, N_disc + 1 )\n", " rs = np.asarray([(r_bins[i+1]+r_bins[i])/2 for i in range(len(r_bins)-1)])\n", " drs = [(r_bins[i] -r_bins[i+1]) for i in range(len(r_bins)-1)]\n", " \n", " tf = np.zeros(len(taus))\n", " for i in range(N_disc):\n", " for j in range(N_phi):\n", " t = rs[i] * R_g / (c*86400) * (1.0 - np.sin(incl)*np.cos(-pi/2. + dphi*j))\n", " tindex = int(t/dt_dat)+1\n", " f_r = drs[i]/(r_outer - r_inner)\n", " f_phi = dphi/(2.*pi)\n", " tf[tindex] += f_r*f_phi\n", " return taus, tf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we can define the time-delayed hard X-ray time series as seen by each disc and warm Compton annulus." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def lagged_array(N_r, rs, drs):\n", " lagged_driving = np.zeros((N_r, len(comparison_times_rebn)))\n", " for i in range(N_r):\n", " r, dr = rs[i], drs[i]\n", " len_T = len(comparison_times)\n", " outcurve = np.zeros(len_T)\n", " tf = point_illum_transferfn(r+dr/2, r-dr/2)[1]\n", " for j in range(len_T):\n", " for k in range(len_T):\n", " if k-j >= 0:\n", " outcurve[k] += tf[j]*flux_BAT_int[k-j] \n", " digitized = np.digitize(comparison_times, bins)\n", " outcurve_rebn = np.asarray([outcurve[digitized == p].mean() for p in range(1, len(bins))])\n", " lagged_driving[i] = outcurve_rebn\n", " return lagged_driving\n", "\n", "lagged_driving_disc = lagged_array(N_r, rs_disc, drs_disc)\n", "lagged_driving_disc_aves = np.mean(lagged_driving_disc, axis = 1)\n", "\n", "lagged_driving_warm = lagged_array(N_r, rs_warm, drs_warm)\n", "lagged_driving_warm_aves = np.mean(lagged_driving_warm, axis = 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## At last we can now run the model to recover the predicted UVW1 lightcurve." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [], "source": [ "i_UVW1_min = min(np.argwhere(edat>(E_UVW1-dE_UVW1/2)))[0]\n", "i_UVW1_max = min(np.argwhere(edat>(E_UVW1+dE_UVW1/2)))[0]\n", "\n", "def UVW1curve():\n", " soft_fluxes = np.zeros((N_r, len(edat)))\n", " driving = flux_BAT_rebn / np.average(flux_BAT_rebn)\n", " xspec.AllData.dummyrsp(1e-5,1e3,10000)\n", " \n", " m = xspec.Model(\"nthcomp\")\n", " m.setPars(Gamma_warm,\"{},,0.,0.,100.,100.,\".format(kT_warm),\\\n", " \"0.00056,,0.,0.,100.,100.\",0.,redshift,\"1.\")\n", " xspec.Plot.device = \"null\"\n", "\n", " emissivities = np.zeros(N_r)\n", " lightcurve = np.zeros(len(comparison_times_rebn))\n", " for i in range(N_r):\n", " r = rs_warm[i]\n", " dr = drs_warm[i]\n", " emissivities[i] = r**-3. * 3 * (1- np.sqrt(r_SH/r)) * r * dr\n", " \n", " for j in range(len(comparison_times_rebn)):\n", " dhardflux = np.trapz(driving[j] *\\\n", " F_hard_raw[i_UVW1_min:i_UVW1_max+1], edat[i_UVW1_min:i_UVW1_max+1])\n", " lightcurve[j] += dhardflux\n", " \n", " for i in range(N_r):\n", " fluctuation = lagged_driving_warm[i,j] / lagged_driving_warm_aves[i]\n", " L_cor_t = L_hard * fluctuation \n", " r, dr = rs_warm[i], drs_warm[i]\n", " T_r = T_eff(r, dr, L_cor_t)\n", " m.setPars({3:T_r})\n", " xspec.Plot(\"emo\")\n", " soft_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) *\\\n", " compnorm * emissivities[i] * (1.+repfracs_warm[i]*(fluctuation-1))\n", " dsoftflux = np.trapz(soft_fluxes[i][i_UVW1_min:i_UVW1_max+1], edat[i_UVW1_min:i_UVW1_max+1])\n", " lightcurve[j] += dsoftflux\n", " \n", " \n", " # Uncomment the block below to include reprocessing on the thermal disc which we note has only a negligible\n", " # impact on the lightcurve due to the lack of thermal photons in the UVW1 band.\n", " '''\n", " disc_fluxes = np.zeros((N_r, len(edat)))\n", "\n", " m = xspec.Model(\"bbody\")\n", " m.setPars(\"0.2,-1,1e-8,1e-8,0.2,0.2\", \"100.\")\n", " xspec.Plot.device = \"null\"\n", "\n", " emissivities = np.zeros(N_r)\n", " for i in range(N_r):\n", " r = rs_disc[i]\n", " dr = drs_disc[i]\n", " emissivities[i] = r**-3. * 3 * (1- np.sqrt(r_DS/r)) * r * dr\n", "\n", " for j in range(len(comparison_times_rebn)):\n", " \n", " for i in range(N_r):\n", " fluctuation = lagged_driving_disc[i,j] / lagged_driving_disc_aves[i]\n", " L_cor_t = L_hard * fluctuation \n", " r, dr = rs_disc[i], drs_disc[i]\n", " T_r = T_eff(r, dr, L_cor_t)\n", " m.setPars({1:T_r})\n", " xspec.Plot(\"emo\")\n", " disc_fluxes[i] = np.nan_to_num(np.asarray(xspec.Plot.model())) * discnorm * emissivities[i] * (1.+repfracs_disc[i]*(fluctuation-1))\n", " lightcurve[j] += np.trapz(disc_fluxes[i][i_UVW1_min:i_UVW1_max+1], edat[i_UVW1_min:i_UVW1_max+1])\n", " '''\n", " \n", " return lightcurve\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the lightcurve below, we indeed find that it is a poor fit to the data, ruling out optically thick material at r<400 Rg!" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/raad/.local/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n", "/home/raad/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in sqrt\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "UV_lc = UVW1curve()\n", "\n", "f, (ax1, ax2) = plt.subplots(2, sharex=True, figsize= (15,10))\n", "ax1.errorbar(comparison_times_rebn, flux_BAT_rebn/np.average(flux_BAT_rebn),\\\n", " flux_err_BAT_rebn/np.average(flux_BAT_rebn), label = 'BAT', c= 'blue')\n", "ax2.plot(comparison_times_rebn, UV_lc/np.average(UV_lc),\\\n", " label = 'UVW1 predicted', c = 'r')\n", "ax2.errorbar(comparison_times_rebn, flux_UVW1_rebn/np.average(flux_UVW1_rebn),\\\n", " flux_err_UVW1_rebn/np.average(flux_UVW1_rebn), label = 'UVW1 data', c= 'blue')\n", "ax2.set_xlabel('MJD')\n", "ax2.set_ylabel('Normalised BAT Flux')\n", "ax1.set_ylabel('Normalised UVW1 Flux')\n", "ax1.tick_params(axis = 'both', bottom='on', top='on', left='on', right='on', direction= 'in')\n", "ax2.tick_params(axis = 'both', bottom='on', top='on', left='on', right='on', direction= 'in')\n", "\n", "f, ax = plt.subplots(figsize= (15,10))\n", "CCF_dat = CCF_corrected(flux_UVW1_rebn, flux_BAT_rebn,\\\n", " dt_rebn, flux_err_UVW1_rebn, flux_err_BAT_rebn)\n", "CCF_mod = CCF_corrected(UV_lc, flux_BAT_rebn, dt_rebn,\\\n", " flux_err_UVW1_rebn/np.average(flux_UVW1_rebn) * np.average(UV_lc),\\\n", " h_err = flux_err_BAT_rebn, mode= 'nocorr')\n", "ax.tick_params(axis = 'both', bottom='on', top='on', left='on', right='on', direction= 'in')\n", "ax.plot(taus, CCF_dat, c = 'b')\n", "ax.plot(taus, CCF_mod, c = 'r')\n", "ax.set_title('')\n", "ax.set_xlabel(r'$\\tau$ (days)')\n", "ax.set_ylabel('Normalised CCF')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "2.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }