{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Replicating Vanderburg & Johnson 2014 using lightkurve" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Vanderburg and Johnson 2014](http://adsabs.harvard.edu/abs/2014PASP..126..948V) introduced a method for \"Self Flat Fielding\" by tracking how the lightcurve changes with motion of the spacecraft. \n", "\n", "We reproduce the publication algorithm in a [companion notebook](replicate-vanderburg-2014-k2sff.ipynb), which explains how the method works, and illustrates some of the python code underlying the code we put into `lightkurve`.\n", "\n", "In this notebook we replicate the K2SFF method using only the `lightkurve` package. We follow the same example K2 source, #60021426, as that in the publication. We start from the Target Pixel File and proceed to a \"systematics corrected\" lightcurve plot similar to the one in the paper and in our companion notebook. We hope to show the ease-of-use of the new `lightkurve` toolkit, and that it achieves identical performace with published papers." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from lightkurve import KeplerTargetPixelFile\n", "from lightkurve import SFFCorrector" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pathname = 'https://archive.stsci.edu/pub/k2/eng/long_cadence/kplr060021426-2014044044430_lpd-targ.fits'\n", "tpf = KeplerTargetPixelFile(pathname)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We saved the mask for this target in [our previous notebook](replicate-vanderburg-2014-k2sff.ipynb), so we can just load it directly." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "VDB_J_mask = np.load('VDB_J_2014_mask.npy')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 496 } }, "output_type": "display_data" } ], "source": [ "ax = tpf.plot(aperture_mask=tpf.pipeline_mask, mask_color='b', frame=300, \n", " scale='linear', cmap='gray',show_colorbar=False)\n", "tpf.plot(aperture_mask=VDB_J_mask, frame=300, scale='linear', cmap='gray', ax=ax, mask_color='pink');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Vanderburg and Johnson mask is slightly bigger than the Kepler pipeline mask." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data Exclusion\n", "\n", "From the paper:\n", "> We exclude data from the first 2.5 days of the Two-Wheel Concept Engineering Test \n", "\n", "\n", "> We also exclude points labeled by the Kepler pipeline as having poor quality, where the QUALITY tag of the Kepler FITS file data structure was not 0. \n", "\n", "\n", "> We identify the points during which Kepler's thrusters were firing through analysis of the image centroids. [...] We identify the points during which the spacecraft fires its thrusters as 5–σ outliers from the distribution of ds/dt points and exclude them from further calculations.\n", "\n", "Thruster firings are automatically flagged in most K2 campaigns, and the exceptions are getting fixed with data reprocessing, so we will not replicate the thruster firing analysis." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "lc_raw = tpf.to_lightcurve(aperture_mask=VDB_J_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exlude the first 2.5 days and non-zero quality flags, following Vanderburg & Johnson." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "first_2p5_days = lc_raw.time - lc_raw.time[0] < 2.5\n", "nonzero_quality_flags = lc_raw.quality != 0\n", "\n", "keep_indices = ~first_2p5_days & ~nonzero_quality_flags" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`lightkurve` supports indexing, slicing, and boolean masking just like `numpy`. \n", "Here we use boolean masking to keep the samples devoid of quality flags and poor pointing." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "lc_trim = lc_raw[keep_indices]\n", "lc = lc_trim.normalize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate and apply the SFF corrector." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "sff = SFFCorrector()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lc_corrected = sff.correct(lc.time, lc.flux, lc.centroid_col, lc.centroid_row, \n", " niters=1, windows=1, polyorder=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get back the long-term trend, which is useful for astrophysical variation, but less so for planet searches. \n", "Future `lightkurve` releases may return the trend by default." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "long_term_trend = sff.trend[0]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 374, "width": 634 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "\n", "dy = 0.004\n", "plt.plot(lc.time, lc.flux + dy, 'ko', ms=4)\n", "plt.plot(lc.time, lc.flux+dy, 'o', color='#3498db', ms=3)\n", "plt.plot(lc_corrected.time, lc_corrected.flux * long_term_trend, 'o', color='pink', ms = 3)\n", "\n", "plt.xlabel('BJD - 2454833')\n", "plt.ylabel('Relative Brightness')\n", "\n", "plt.xlim(1862, 1870)\n", "plt.ylim(0.994, 1.008);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neat! The raw flux slope looks steeper than the publication figure, perhaps owing to different choices in aperture mask, background subtraction, or other subtle differences. But overall the corrected flux looks very similar to the result obtained in **Figure 5**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can look at other diagnostics of the SFF correction with some convenience functions." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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