{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to identify time-variable background noise (\"rolling bands\")?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we looked at making custom apertures to check planet signals. In this tutorial we will use the same technique to find variable background (such as rolling band signal) in Kepler data.\n", "\n", "The background flux level of Kepler pixel data is not static. In particular, certain CCD channels occasionally experience the 'rolling band' effect, where the background has a strong time varying component of a 'band' moving up the detector. You can read more about rolling band in the [Kepler Instrument Handbook](https://archive.stsci.edu/kepler/manuals/KSCI-19033-001.pdf). An example of the rolling band artifact is shown in the video below. You can see the band move through the superstamp at the 2 second mark, leaving the bottom of the screen at the 6 second mark." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](rollingband.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rolling band artifact is small, up to about 20 counts per pixel. However, this can add up for large apertures containing many pixels or for faint, quiet targets.\n", "\n", "Rolling band can often add spurious signals into your data which look like real astrophysical variability. The best way to spot rolling band is to vary your aperture size. If the signal strength increases as you increase the number of background pixels in the aperture, the effect is likely to be an additive background component.\n", "\n", "Below we will show you how to check for rolling band. First let's import `lightkurve` and download a target." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "tpf = search_targetpixelfile('7691027', quarter=16).download()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 523 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a fairly normal Target Pixel File. Let's take a look at the light curve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 390, "width": 758 } }, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)\n", "\n", "ax = lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Flux in Pipeline Aperture')\n", "\n", "ann = ax.annotate(\"Stellar rotation?\",\n", " xy=(1552, 4460), xycoords='data',\n", " xytext=(1540, 4490), textcoords='data',\n", " arrowprops=dict(arrowstyle=\"simple\",\n", " connectionstyle=\"arc3, rad=-0.2\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there are some features at around 1540 days that could be due to rotation in the star. But this could also be due to rolling band. Let's change the aperture of the target pixel file to **only include background pixels** and see if this signal is still present." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 523 } }, "output_type": "display_data" } ], "source": [ "aperture = tpf.flux[0]<200\n", "npix = len(np.where(aperture == True)[0])\n", "tpf.plot(aperture_mask=aperture)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mask avoids the center pixels. Let's create a light curve the same way as above. However, this time we're going to divide by the number of pixels in the aperture to give the the **average background flux per pixel.**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Average Flux Per Background Pixel')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 390, "width": 737 } }, "output_type": "display_data" } ], "source": [ "bkg_lc = tpf.to_lightcurve(aperture_mask=aperture)\n", "bkg_lc /= npix # Convert to electrons per second per pixel\n", "\n", "ax = bkg_lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Average Flux Per Background Pixel')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the signal is still there in the background pixels. Unfortunately this means the signal is not astrophysical." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can perform another test by looking at the background in a nearby source. Using the `search_targetpixelfile` function we can get the nearest neighbor to our target. We first set a search radius in arcseconds and a limit on the number of targets to return. In this case we only want our target and the nearest neighbour within 60 arcseconds, so we'll set `radius` to 60 and `limit` to 2 targets." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/obsidian/anaconda3/envs/lightkurve_base/lib/python3.6/site-packages/astroquery/utils/commons.py:171: UserWarning: Coordinate string is being interpreted as an ICRS coordinate provided in degrees.\n", " warnings.warn(\"Coordinate string is being interpreted as an \"\n" ] } ], "source": [ "tpfs = search_targetpixelfile('7691027', radius=60, quarter=16, limit=2).download_all()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TargetPixelFileCollection of 2 objects:\n", "KeplerTargetPixelFile Object (ID: 7691027) \n", "KeplerTargetPixelFile Object (ID: 7691061) " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that `tpfs` is a list of `KeplerTargetPixelFile` objects. There are two different object IDs, our target and the nearest neighbour." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check that these target pixel files are close to each other" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TPFs are 9.5 Pixels Apart\n" ] } ], "source": [ "separation = np.sqrt((tpfs[0].column - tpfs[1].column)**2 + (tpfs[0].row - tpfs[1].row)**2)\n", "print('TPFs are {:.02} Pixels Apart'.format(separation))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since these are files are very close on the focal plane, we would expect them to experience similar levels of background. We can now perform the same test as above and look at the background flux averaged over all the background pixels. We'll do this inside a for loop and follow the same steps:\n", "* Build the aperture\n", "* Create the light curve (`KeplerLightCurve` object)\n", "* Plot the light curve" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 331, "width": 498 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "for t in tpfs.data:\n", " # Construct a background aperture\n", " aper = np.nan_to_num(t.flux[0]) < 200\n", " npix = len(np.where(aper == True)[0])\n", " \n", " # Create a lightcurve\n", " bkg_lc = t.to_lightcurve(aperture_mask=aper)\n", " bkg_lc /= npix # Don't forget to normalize by the number of pixels in the aperture!\n", "\n", " # Plot the result\n", " bkg_lc = bkg_lc.remove_outliers()\n", " bkg_lc.plot(ax=ax, normalize=False, label=t.targetid)\n", "\n", "ax.set_title('Average Flux Per Background Pixel');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like a nearby source shows quite similar background variation. This suggests that unfortunately the signal is rolling band. Mitigating rolling band can be difficult, and we'll discuss corrections in a different tutorial." ] } ], "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 }