{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What are `Periodogram` objects?" ] }, { "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](https://en.wikipedia.org/wiki/Binary_star#Eclipsing_binaries).\n", "\n", "First, let's grab a light curve file from the Kepler data archive. We'll use the object named KIC 10264202, which is an eclipsing binary observed by the original Kepler mission. We're just going to use one quarter of data for this demo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile\n", "lc = search_lightcurvefile('KIC 10264202', quarter=10).download().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": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "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 `to_periodogram` method." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pg = lc.to_periodogram(oversample_factor=1)" ] }, { "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": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 378, "width": 745 } }, "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 occurring at." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 370, "width": 752 } }, "output_type": "display_data" } ], "source": [ "pg.plot(view='period', scale='log');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a very fast period. We can access the full period and power data as follows:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[93.401949,~46.700974,~31.133983,~\\dots,~0.040911936,~0.040894023,~0.040876126] \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pg.period" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[3.0812345,~4.0491002,~1.1168632,~\\dots,~0.38587616,~0.17210997,~0.42668004] \\; \\mathrm{\\frac{e^{-}}{s}}$" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pg.power" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case we simply want to know the period that corresponds to the highest peak in the periodogram. We can directly access this value using the convenient `period_at_max_power` property:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$0.25873116 \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pg.period_at_max_power" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use this period to fold our light curve:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 750 } }, "output_type": "display_data" } ], "source": [ "lc.fold(pg.period_at_max_power).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oops, the eclipses do not line up nicely. This does not look like the correct period of this eclipsing binary!\n", "\n", "As is quite common for eclipsing 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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 750 } }, "output_type": "display_data" } ], "source": [ "lc.fold(4 * pg.period_at_max_power).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks better, but the eclipses still don't seem to line up as well as they could.\n", "\n", "Let's try to get a more precise period by increasing the number of points in our periodogram using the `oversample_factor` parameter and by constraining the range of the period value:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$1.0350972 \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import astropy.units as u\n", "pg = lc.to_periodogram(minimum_period=0.9*u.day, maximum_period=1.2*u.day, oversample_factor=10)\n", "pg.period_at_max_power" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 750 } }, "output_type": "display_data" } ], "source": [ "lc.fold(pg.period_at_max_power).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has improved our 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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }