{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to perform aperture photometry with custom apertures?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have discussed in [previous tutorials](http://lightkurve.keplerscience.org/tutorials/1.03-what-are-lightcurves.html) how Simple Aperture Photometry works. We choose a set of pixels in the image and sum those to produce a single flux value. We do this for every image as a function of time to produce a light curve.\n", "\n", "The [Kepler Data Pipeline](https://github.com/nasa/kepler-pipeline) produces an aperture, which is used by default by lightkurve. However, there are some cases where you might want to produce your own aperture. The field may be crowded, or you may wish to change the aperture size to change the relative contribution of the background. We can do this simply with lightkurve.\n", "\n", "First, let's load a target pixel file. Let's choose [KIC 6679295](https://exoplanetarchive.ipac.caltech.edu/cgi-bin/DisplayOverview/nph-DisplayOverview?objname=KOI-2862.01&type=KEPLER_CANDIDATE). This is a Kepler planet canidate. We'll use the `from_archive` function to download every target pixel file available for each quarter of this data set. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "from lightkurve import search_targetpixelfile\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "kic = '6679295'\n", "\n", "tpfs = search_targetpixelfile(kic).download_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've now created a list of `KeplerTargetPixelFiles`, where each item is a different quarter. We're going to be able to combine these just like in the [stitching tutorial](). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at just one of those target pixel files." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Build the light curve\n", "pipeline_lc = tpfs[0].to_lightcurve().flatten()\n", "for tpf in tpfs:\n", " pipeline_lc = pipeline_lc.append(tpf.to_lightcurve().flatten())\n", " \n", "#Clean the light curve\n", "pipeline_lc = pipeline_lc.remove_nans().remove_outliers()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we have created the light curve from the target pixel files, stitched them all together in the same way as in the [stitching tutorial] using lightkurves `append` function. To recap the steps we:\n", "\n", "* Convert to a `KeplerLightCurve` object with `to_lightcurve()`\n", "* Remove NaNs with `remove_nans()`\n", "* Remove long term trends with `flatten()`\n", "* Remove outliers with simple sigma clipping using `remove_outliers()`\n", "\n", "The period for this planet candidate is 24.57537 days. Let's plot it up and take a look." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 375, "width": 789 } }, "output_type": "display_data" } ], "source": [ "pipeline_lc.fold(period=24.57537, transit_midpoint=-0.133).bin().errorbar()\n", "plt.xlim(-0.015,0.015)\n", "plt.ylim(0.998,1.0015);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like a great candidate. However, we might just want to check on the pixels. Let's plot one of the target pixel files." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 401, "width": 609 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(frame=100, aperture_mask=tpf.pipeline_mask, mask_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Kepler Pipeline aperture is in red. It looks like there is a nearby contaminate star! We might want to check that the signal is not really coming from the bright, nearby contaminant, rather than our target star. Let's use the top right corner four pixels as our new mask." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 609 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "aper = np.zeros(tpf.shape[1:], dtype=np.int)\n", "aper[-2:, 0:2] = 1\n", "tpf.plot(aperture_mask=aper, mask_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The new mask covers the bright star. Now we can iterate through the target pixel files and build the light curve in the same way as before, but this time " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#Build the NEW aperture, and the light curve\n", "aper = np.zeros(tpfs[0].shape[1:])\n", "aper[-2:, 0:2] = 1\n", "user_lc = tpfs[0].to_lightcurve(aperture_mask=aper.astype(bool)).flatten()\n", "for tpf in tpfs:\n", " aper = np.zeros(tpf.shape[1:])\n", " aper[-2:, 0:2]=1\n", " user_lc = user_lc.append(tpf.to_lightcurve(aperture_mask=aper.astype(bool)).flatten())\n", "\n", "#Clean the light curve\n", "user_lc = user_lc.remove_nans().remove_outliers()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have our new light curve we can plot it up again and find out if there is still a planet signal." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.998, 1.0015)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 375, "width": 789 } }, "output_type": "display_data" } ], "source": [ "user_lc.fold(period=24.57537, transit_midpoint=-0.133).bin().errorbar();\n", "plt.xlim(-0.015,0.015)\n", "plt.ylim(0.998,1.0015)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like the planet signal is only in the target star and doesn't belong to the contaminant. This is just one of many checks you might want to perform to validate your planet candidates!" ] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }