{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover a known planet in Kepler data?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial will demonstrate the basic steps required to recover the signal of [Kepler-10b](https://en.wikipedia.org/wiki/Kepler-10b), the first rocky planet that was discovered by Kepler!\n", "\n", "Let's start by downloading the pixel data for this target for one of Kepler's observing quarters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "tpf = lk.search_targetpixelfile(\"Kepler-10\", quarter=3).download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the `plot` method to show the pixel data at one point in time (frame index 100). We'll also pass along a few plotting arguments." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 528 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(frame=100, scale='log', show_colorbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The target pixel file appears to show one bright star with a core brightness of approximately 50,000 electrons/seconds." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will use the ``to_lightcurve`` method to create a simple aperture photometry lightcurve using the\n", "mask defined by the pipeline which is stored in `tpf.pipeline_mask`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the output lightcurve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 372, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use the `flatten` method, which removes long-term variability that we are not interested in using a high-pass filter called *Savitzky-Golay*." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "flat, trend = lc.flatten(window_length=301, return_trend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the trend estimated in red:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 371, "width": 755 } }, "output_type": "display_data" } ], "source": [ "ax = lc.errorbar(label=\"Kepler-10\") # plot() returns a matplotlib axes ...\n", "trend.plot(ax=ax, color='red', lw=2, label='Trend'); # which we can pass to the next plot() to use the same axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the flat lightcurve:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "flat.errorbar(label=\"Kepler-10\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's run a period search function using the well-known Box-Least Squares algorithm (BLS), which was added to the [AstroPy package](http://docs.astropy.org) in version 3.1.\n", "\n", "We will use the BLS algorithm to search a pre-defined grid of transit periods:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 750 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "periodogram = flat.to_periodogram(method=\"bls\", period=np.arange(0.3, 1.5, 0.001))\n", "periodogram.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we found a strong signal with a periodicity of 0.8 days!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best fit period: 0.837 d\n" ] } ], "source": [ "best_fit_period = periodogram.period_at_max_power\n", "print('Best fit period: {:.3f}'.format(best_fit_period))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "flat.fold(period=best_fit_period, t0=periodogram.transit_time_at_max_power).errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We successfully recovered the planet!" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }