{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dynamical Power Spectra (on fake data)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.1.2.dev273+g6908e954'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# import some modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import stingray\n", "stingray.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# choose style of plots, `seaborn-v0_8-talk` produce nice big figures\n", "plt.style.use('seaborn-v0_8-talk')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a fake lightcurve" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Array of timestamps, 10000 bins from 1s to 100s\n", "times = np.linspace(1,100,10000)\n", "\n", "# base component of the lightcurve, poisson-like\n", "# the averaged count-rate is 100 counts/bin\n", "noise = np.random.poisson(100,10000)\n", "\n", "# time evolution of the frequency of our fake periodic signal\n", "# the frequency changes with a sinusoidal shape around the value 24Hz\n", "freq = 25 + 1.2*np.sin(2*np.pi*times/130)\n", "\n", "# Our fake periodic variability with drifting frequency\n", "# the amplitude of this variability is 10% of the base flux\n", "var = 10*np.sin(2*np.pi*freq*times)\n", "\n", "# The signal of our lightcurve is equal the base flux plus the variable flux\n", "signal = noise+var" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Create the lightcurve object\n", "lc = stingray.Lightcurve(times, signal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing the lightcurve" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot(labels=['Time (s)', 'Counts / bin'], title=\"Lightcurve\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Zomming in.." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot(labels=['Time (s)', 'Counts / bin'], axis=[20,23,50,160], title='Zoomed in Lightcurve')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A power spectrum of this lightcurve.." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "33it [00:00, 19390.87it/s]\n" ] } ], "source": [ "ps = stingray.AveragedPowerspectrum(lc, segment_size=3, norm='leahy')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ps.freq, ps.power, label='segment size = {}s \\n number of segments = {}'.format(3, int(lc.tseg/3)))\n", "plt.title('Averaged Powerspectrum')\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Power')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## It looks like we have at least 2 frequencies. \n", "# Let's look at the Dynamic Powerspectrum.." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "33it [00:00, 17010.20it/s]\n", "33it [00:00, 17857.31it/s]\n" ] } ], "source": [ "dps = stingray.DynamicalPowerspectrum(lc, segment_size=3)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extent = min(dps.time), max(dps.time), min(dps.freq), max(dps.freq)\n", "plt.imshow(dps.dyn_ps, aspect=\"auto\", origin=\"lower\", vmax=0.001,\n", " interpolation=\"none\", extent=extent)\n", "plt.title('Dynamic Powerspecttrum')\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.colorbar(label='Power')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## It is actually only one feature drifiting along time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " # Rebinning in Frequency" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The current frequency resolution is 0.3333333333333333\n" ] } ], "source": [ "print(\"The current frequency resolution is {}\".format(dps.df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's rebin to a frequency resolution of 1 Hz and using the average of the power" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "dps_new_f = dps.rebin_frequency(df_new=1.0, method=\"average\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The new frequency resolution is 1.0\n" ] } ], "source": [ "print(\"The new frequency resolution is {}\".format(dps_new_f.df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the Dynamical Powerspectrum looks now" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15.0, 30.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extent = min(dps_new_f.time), max(dps_new_f.time), min(dps_new_f.freq), max(dps_new_f.freq)\n", "plt.imshow(dps_new_f.dyn_ps, origin=\"lower\", aspect=\"auto\",\n", " interpolation=\"none\", extent=extent)\n", "plt.colorbar()\n", "plt.ylim(15, 30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rebin time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's rebin our matrix in the time axis" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The current time resolution is 3.0\n" ] } ], "source": [ "print(\"The current time resolution is {}\".format(dps.dt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's rebin to a time resolution of 4 s" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "dps_new_t = dps.rebin_time(dt_new=6.0, method=\"average\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The new time resolution is 6.0\n" ] } ], "source": [ "print(\"The new time resolution is {}\".format(dps_new_t.dt))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15.0, 30.0)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extent = min(dps_new_t.time), max(dps_new_t.time), min(dps_new_t.freq), max(dps_new_t.freq)\n", "plt.imshow(dps_new_t.dyn_ps, origin=\"lower\", aspect=\"auto\",\n", " interpolation=\"none\", extent=extent)\n", "plt.colorbar()\n", "plt.ylim(15,30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's trace that drifiting feature." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# By looking into the maximum power of each segment\n", "max_pos = dps.trace_maximum()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Detected frequency drift')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dps.time, dps.freq[max_pos], color='red', alpha=1)\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Detected frequency drift')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Overlaying this traced function with the Dynamical Powerspectrum" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extent = min(dps.time), max(dps.time), min(dps.freq), max(dps.freq)\n", "plt.imshow(dps.dyn_ps, aspect=\"auto\", origin=\"lower\", vmax=0.001,\n", " interpolation=\"none\", extent=extent, alpha=0.6)\n", "plt.plot(dps.time, dps.freq[max_pos], color='C3', lw=5, alpha=1, label='drifiting function')\n", "\n", "plt.ylim(15,30) # zoom-in around 24 hertz\n", "\n", "plt.title('Overlay of Drifting fuction and Dynamic Powerspecttrum')\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.colorbar(label='Power')\n", "plt.legend()" ] } ], "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 2 }