{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to make a supernova lightcurve?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `lightkurve` to extract a lightcurve of transient phenomena, including supernovae. Supernovae data analysis presents a few unique challenges compared to data analysis of isolated point sources. We can anticipate some of the common limitations of the Kepler pipeline-processed lightcurves, which make no attempt to hone-in on supernovae. For example, the supernova resides in a host galaxy which may itself be time variable due to, *e.g.*, active galactic nuclei (AGN). Common detrending methods, such as \"Self Flat Fielding\" ([SFF](https://archive.stsci.edu/prepds/k2sff/)) assume that centroid shifts are due entirely to undesired motion of the spacecraft, while transients induce bona-fide astrophysical centroid motion as the postage-stamp photocenter gets weighted towards the increasingly luminous transient's photocenter. \n", "\n", "In this tutorial we will custom-make a custom supernova lightcurve with these simple steps:\n", "\n", "1. Create an appropriate aperture mask to isolate the transient from its host galaxy\n", "2. Extract aperture photometry of both the supernova and the background attributable to the host galaxy \n", "3. Apply \"Self Flat Fielding\" (SFF) detrending techniques \n", "4. Plot the lightcurve\n", "\n", "We will focus on an unusual class of transient recently observed in K2, the so-called *Fast-Evolving Luminous Transients* or **FELT**s. These transients rise and fall within a mere few days, much shorter than conventional supernovae, which can last hundreds of days. The discovery of **KSN2015k** was recently reported by [Rest et al. 2018](https://www.nature.com/articles/s41550-018-0423-2) and summarized in at least two press releases from [STSci](http://hubblesite.org/news_release/news/2018-18) and [JPL](https://www.jpl.nasa.gov/news/news.php?feature=7086).\n", "\n", "The EPIC ID for `KSN2015k`'s host galaxy is **212593538**. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3561, 8, 8)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "from lightkurve import search_targetpixelfile\n", "tpf = search_targetpixelfile('EPIC 212593538', campaign=6).download()\n", "tpf.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The TPF has 3561 useable cadences, with an $8 \\times 8$ postage stamp image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 539 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(frame=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coarse angular resolution of Kepler means that this host galaxy resembles a pixelated blob. We're showing frame 100 out of 3561 frames-- we do not presently know when the supernova went off so it's hard to say whether there is a supernova in the image or not.\n", "\n", "One of the pixels is white, which represents `NaN` values in the color image. In fact, this pixel within the $8 \\times 8$ square postage stamp image boundary is `NaN` in all 3561 cadences, indicating that this TPF has an irregular boundary with $N_{\\rm pix} = 63$. Irregular boundaries are a common space-saving strategy for the distant Kepler telescope." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "63" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "postage_stamp_mask = tpf.hdu[2].data > 0\n", "postage_stamp_mask.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a lightcurve summing *all of the pixels* to see if we can pick out the FELT *by-eye*. We will pre-process the lightcurve to remove sharp discontinuities in the time series that arise from spurious cosmic rays, not our astrophysical transient of interest." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lc_raw = tpf.to_lightcurve(aperture_mask='all')\n", "_, spurious_cadences = lc_raw.flatten().remove_outliers(return_mask=True)\n", "lc_clean = lc_raw[~spurious_cadences]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "lc_clean.errorbar(alpha=0.5, normalize=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Voilà**! We indeed see what looks like a sharply-rising phenomenon at $t = 2400-2415$ days, distinct from the smoothly-varying background, which could arise from either instrumental artifacts or host-galaxy. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's identify where the FELT was located within the host galaxy and its K2 postage stamp. We can either visually inspect the lightcurve with [interact](http://lightkurve.keplerscience.org/tutorials/1.05-interact-with-lightcurves-and-tpf.html) to look for the position of the explosion, or we can programmatically select cadences to estimate a difference image. I used `interact` with a fine-tuned screen-stretch to see that the FELT appears near pixel column 830, row 231. Furthermore, it looks like the flux drops off significantly in the first and last columns." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#tpf.interact(lc=lc_clean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have our aperture and background masks, we can estimate the net flux $f_{\\rm net}$ as:\n", "\n", "$f_{\\rm net}(t) = f_{\\rm aper}(t) - f_{\\rm b}(t) \\cdot N_{\\rm aper}$\n", "\n", "where $f_{\\rm aper}$ is the total summed flux in an aperture of size $N_{\\rm aper}$ pixels, and $f_{b}$ is our estimate for the (spatially-flat) background level per pixel, in each cadence." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "aperture_mask = postage_stamp_mask.copy()\n", "aperture_mask[:,-1] = False\n", "aperture_mask[:,0] = False\n", "background_mask = ~aperture_mask & postage_stamp_mask" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48, 15)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N_targ_pixels, N_back_pixels = aperture_mask.sum(), background_mask.sum()\n", "N_targ_pixels, N_back_pixels" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 539 } }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 539 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=aperture_mask);\n", "tpf.plot(aperture_mask=background_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Checks out. Let's apply the equation above:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lc_aper = tpf.to_lightcurve(aperture_mask=aperture_mask) \n", "lc_back_per_pixel = tpf.to_lightcurve(aperture_mask=background_mask) / N_back_pixels" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "lc_net = lc_aper - lc_back_per_pixel.flux * N_targ_pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drop the previously-identified spurious cadences." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc_net = lc_net[~spurious_cadences]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 371, "width": 745 } }, "output_type": "display_data" } ], "source": [ "lc_net.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better! We no longer see the instrumentally-induced background wiggles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I can see lots of spacecraft motion jittering the postage stamp image back-and-forth, a common instrumental artifact in K2 data. Let's attempt to mitigate the spacecraft motion with the SFF algorithm, knowing that it might delete some of the astrophysical signal of interest." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "lc_corr = lc_net.to_corrector(method='sff')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 371, "width": 745 } }, "output_type": "display_data" } ], "source": [ "ax = lc_net.errorbar(color='red', alpha=0.5, label='With Motion')\n", "ax = lc_corr.lc.errorbar(ax=ax, color='blue', alpha=0.5, label='Motion Corrected');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The SFF method appears to do virtually nothing at all! There are probably two primary reasons-- Our large aperture has captured all of the FELT + host galaxy flux, so the jitter motion has been subdued to the point where SFF has little or no constraining power. A second effect is that large extended objects compensate for flux loss with equal parts of flux gain: flux from the right of the boundary enters when flux from the left exits. This effect subdues the common jig-saw pattern attributable to flux overflowing the pixel mask.\n", "\n", "It's conceivable---and likely--- that fine tuning the SFF parameters and pixel mask size would result in a higher signal-to-noise ratio lightcurve. We are presently accepting lots of *variance* for the purpose of limiting *bias*." ] } ], "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 }