{ "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:38.906304Z", "iopub.status.busy": "2023-11-03T14:26:38.906130Z", "iopub.status.idle": "2023-11-03T14:26:41.064456Z", "shell.execute_reply": "2023-11-03T14:26:41.064151Z" } }, "outputs": [ { "data": { "text/plain": [ "(3545, 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', author=\"K2\", campaign=6).download()\n", "tpf.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The TPF has 3545 useable cadences, with an $8 \\times 8$ postage stamp image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.066200Z", "iopub.status.busy": "2023-11-03T14:26:41.066079Z", "iopub.status.idle": "2023-11-03T14:26:41.354353Z", "shell.execute_reply": "2023-11-03T14:26:41.354049Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.356143Z", "iopub.status.busy": "2023-11-03T14:26:41.356021Z", "iopub.status.idle": "2023-11-03T14:26:41.358520Z", "shell.execute_reply": "2023-11-03T14:26:41.358261Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.360206Z", "iopub.status.busy": "2023-11-03T14:26:41.360096Z", "iopub.status.idle": "2023-11-03T14:26:41.389395Z", "shell.execute_reply": "2023-11-03T14:26:41.389110Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.391104Z", "iopub.status.busy": "2023-11-03T14:26:41.391010Z", "iopub.status.idle": "2023-11-03T14:26:41.650791Z", "shell.execute_reply": "2023-11-03T14:26:41.650390Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "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()](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.interact.html?highlight=interact#lightkurve.KeplerTargetPixelFile.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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.652599Z", "iopub.status.busy": "2023-11-03T14:26:41.652472Z", "iopub.status.idle": "2023-11-03T14:26:41.654323Z", "shell.execute_reply": "2023-11-03T14:26:41.654054Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.655992Z", "iopub.status.busy": "2023-11-03T14:26:41.655864Z", "iopub.status.idle": "2023-11-03T14:26:41.657996Z", "shell.execute_reply": "2023-11-03T14:26:41.657714Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.659649Z", "iopub.status.busy": "2023-11-03T14:26:41.659446Z", "iopub.status.idle": "2023-11-03T14:26:41.661959Z", "shell.execute_reply": "2023-11-03T14:26:41.661663Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:41.663740Z", "iopub.status.busy": "2023-11-03T14:26:41.663507Z", "iopub.status.idle": "2023-11-03T14:26:42.153534Z", "shell.execute_reply": "2023-11-03T14:26:42.153255Z" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:42.155359Z", "iopub.status.busy": "2023-11-03T14:26:42.155239Z", "iopub.status.idle": "2023-11-03T14:26:42.176122Z", "shell.execute_reply": "2023-11-03T14:26:42.175804Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:42.177681Z", "iopub.status.busy": "2023-11-03T14:26:42.177585Z", "iopub.status.idle": "2023-11-03T14:26:42.180571Z", "shell.execute_reply": "2023-11-03T14:26:42.180313Z" } }, "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": { "execution": { "iopub.execute_input": "2023-11-03T14:26:42.182206Z", "iopub.status.busy": "2023-11-03T14:26:42.182114Z", "iopub.status.idle": "2023-11-03T14:26:42.186061Z", "shell.execute_reply": "2023-11-03T14:26:42.185775Z" } }, "outputs": [], "source": [ "lc_net = lc_net[~spurious_cadences]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:26:42.187731Z", "iopub.status.busy": "2023-11-03T14:26:42.187643Z", "iopub.status.idle": "2023-11-03T14:26:42.461110Z", "shell.execute_reply": "2023-11-03T14:26:42.460731Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc_net.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better! We no longer see the instrumentally-induced background wiggles." ] } ], "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }