{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What is the Periodogram class?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*lightkurve* has a class specifically for dealing with periodograms of time series data. This can be useful for finding the periods of variable stars. Below is a quick example of how to find the period of an eclipsing binary star using *lightkurve*.\n", "\n", "Firstly lets grab a light curve file from mast. We'll use KIC 10030943, which is an eclipsing binary observed by the original Kepler mission. We're just going to use one quarter for this demo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "% load_ext autoreload\n", "% autoreload 2\n", "from lightkurve import KeplerLightCurveFile # Import lightkurve\n", "import astropy.units as u # We'll need this later." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Obtain the data\n", "lc = KeplerLightCurveFile.from_archive('10264202', quarter=10).PDCSAP_FLUX.remove_nans()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the light curve to see what we're working with." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "lc.scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This light curve looks like it has some structure in it! Let's use the periodogram class to find the rotation period. You can create a periodogram from the `KeplerLightCurve` object by using the `periodogram` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pg = lc.periodogram()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the periodogram in the same way that we plot the original light curve." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 396, "width": 739 } }, "output_type": "display_data" } ], "source": [ "pg.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like there is a huge signal at a certain frequency! Let's plot it in period space, so that we can see what period the oscillation is occuring at." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 749 } }, "output_type": "display_data" } ], "source": [ "pg.plot(format='period', scale='log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a very fast period. Let's find the period with the highest power and fold out light curve." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 0.2587311606278735 d\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is quite common for eclisping binaries with deep secondary eclipses, we have found a harmonic of the period of the eclipsing binary. Let's plot it again with quadruple the period." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 1.034924642511494 d\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power * 4\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we could probably get a better fit than this. Let's try increasing the number of points in our periodogram." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# I've set min_period and max_period to slightly reduce the computational time\n", "pg = lc.periodogram(min_period=0.9*u.day, max_period=1.2*u.day, oversample_factor=10)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 1.0350971683913832 d\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's improved out fit! It looks like this eclipsing binary has a period of approximately 1 day." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }