{ "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 `search_targetpixelfile` function to download every target pixel file available for each quarter of this data set. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from lightkurve import search_targetpixelfile\n", "import matplotlib.pyplot as plt\n", "\n", "kic = '6679295'\n", "tpfs = search_targetpixelfile(kic).download_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've now created a list of `KeplerTargetPixelFile` objects, 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pipeline_lc.fold(period=24.57537, t0=21.3).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": {}, "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": {}, "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "user_lc.fold(period=24.57537, t0=-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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }