{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to remove common systematics from Kepler light curves using the `KeplerCBVCorrector`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cotrending Basis Vectors are generated in the PDC component of the pipeline and are used to remove systematic trends in light curves. They are built from the most common systematic trends observed in each channel. You can read more about CBVs in [Demystifying Kepler Data](https://arxiv.org/pdf/1207.3093.pdf). They can be used to clean lightcurves of common trends experienced by all targets.\n", "\n", "Below is an example workflow to remove CBVs from an light curve in Kepler; [Tabby's star](https://en.wikipedia.org/wiki/KIC_8462852)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile\n", "lcf = search_lightcurvefile('KIC 8462852', quarter=8).download()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "lc_SAP = lcf.SAP_FLUX \n", "lc_PDC = lcf.PDCSAP_FLUX " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "ax = lc_SAP.plot(label='SAP Flux');\n", "lc_PDC.plot(label='PDCSAP Flux', ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The SAP light curve above has a significant dip due to the astrophysical variability from Tabby's star. However there are other long term trends and small ramps due to heating and other effects from the spacecraft, which we would like to remove. But PDC appears to have not performed well at removing these systematics for this particular star. Let's import the CBV corrector from `lightkurve` and perform our own correction." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from lightkurve.correctors import KeplerCBVCorrector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the `plot_cbvs` function to take a look at the trends we are going to remove. Let's look at just the first 8 trends." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 711 } }, "output_type": "display_data" } ], "source": [ "KeplerCBVCorrector(lcf).plot_cbvs([1,2,3,4,5,6,7,8]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The high index CBVs generally contain higher amounts of noise. Using all basis vectors therefore runs the risk of introducing noise into the light curves (See [Overfitting](https://en.wikipedia.org/wiki/Overfitting)). We therefore probably don't want to jointly fit all these trends out of Tabby's star. Let's pick just the first 5." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "corr_lc = KeplerCBVCorrector(lcf).correct(cbvs=[1,2,3,4,5])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurve(ID: 8462852)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_lc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the two light curves on the same plot window to see the difference." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "ax = lc_SAP.plot(color='C3', label='SAP Flux', linestyle='-')\n", "corr_lc.plot(ax=ax, color='C2', label='CBV Corrected SAP Flux', linestyle='-');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that looks much better! The CBVs appears to have removed the instrumental systematics and only the astrophysical variability looks to be left. Of course, there is no guarantee only the systematics will be removed or that no noise will be introduced into the light curve when performing a sytematic error correction. The reader is advised to have a healthy amount of skepticism with any processed light curve!" ] } ], "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 }