{ "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 how Simple Aperture Photometry works. We choose a set of pixels in the image and sum those to produce a single flux value. We sum the same pre-selected pixels for every image at each time slice 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. K2 data generally needs larger apertures than the default pipeline mask. Lightkurve offers tools to select pixels programmatically.\n", "\n", "First, let's load a target pixel file. Let's choose Kepler planet canidate [KIC 6679295](https://exoplanetarchive.ipac.caltech.edu/cgi-bin/DisplayOverview/nph-DisplayOverview?objname=KOI-2862.01&type=KEPLER_CANDIDATE). 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", "tpfs = search_targetpixelfile('KIC 6679295').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](03-appending-lightcurves.html). " ] }, { "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[1:]:\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", 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" ] }, "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", "text/plain": [ "
" ] }, "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[1:]:\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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }