{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparison of sliders\n", "In this tutorial, we compare the results and parameters of time-windowed sliders." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by loading a TESS light curve:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading TESS data from archive.stsci.edu...\n" ] } ], "source": [ "import numpy as np\n", "from astropy.io import fits\n", "\n", "def load_file(filename):\n", " \"\"\"Loads a TESS *spoc* FITS file and returns TIME, PDCSAP_FLUX\"\"\"\n", " hdu = fits.open(filename)\n", " time = hdu[1].data['TIME']\n", " flux = hdu[1].data['PDCSAP_FLUX']\n", " flux[flux == 0] = np.nan\n", " return time, flux\n", "\n", "print('Loading TESS data from archive.stsci.edu...')\n", "path = 'https://archive.stsci.edu/hlsps/tess-data-alerts/'\n", "filename = 'hlsp_tess-data-alerts_tess_phot_00077031414-s02_tess_v1_lc.fits'\n", "time, flux = load_file(path + filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use wotan to detrend with two methods: A sliding mean (red) and a sliding biweight (blue)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from wotan import flatten\n", "flatten_lc1, trend_lc1 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='mean')\n", "flatten_lc2, trend_lc2 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='biweight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the result:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import rcParams; rcParams[\"figure.dpi\"] = 150\n", "plt.figure()\n", "plt.scatter(time, flux, s=1, color='black')\n", "plt.plot(time, trend_lc1, linewidth=2, color='red')\n", "plt.plot(time, trend_lc2, linewidth=2, color='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Raw flux')\n", "plt.xlim(min(time), 1365);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference between the robust slider (\"biweight\", blue) and the running mean (red) is negligible in out-of-transit areas, but very import during in-transit times:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(time, flux, s=1, color='black')\n", "plt.plot(time, trend_lc1, linewidth=2, color='red')\n", "plt.plot(time, trend_lc2, linewidth=2, color='blue')\n", "plt.xlim(1358.5, 1360.2)\n", "plt.ylim(6725, 6900)\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Raw flux')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, the sliding mean (red) is fitting out the transits, whereas the sliding biweight (blue) provides an adequate fit. This issue can not be healed by using a longer window, which would result in a severe underfit. Let us now compare the most robust (and least efficient) location estimator, the median - and show what we mean with *most robust* and *least efficient*." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flatten_lc1, trend_lc1 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='median')\n", "flatten_lc2, trend_lc2 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='biweight')\n", "\n", "plt.figure()\n", "plt.plot(time, trend_lc1, linewidth=2, color='orange')\n", "plt.plot(time, trend_lc2, linewidth=2, color='blue')\n", "plt.scatter(time, flux, s=1, color='black')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Raw flux')\n", "plt.xlim(1358.5, 1360.2)\n", "plt.ylim(6725, 6900);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the median (orange) produces actually a worse fit during in-transit times. How can this be? It should be more robust to these outliers. This can be explained by the fact that the biweight weights down all points that are beyond 4 sigma from the mean (in its default parametrization), so that these points have *zero* influence. Therefore, in this particular case, the median is a *worse* estimatator than the biweight, despite being more robust in general.\n", "\n", "What is more, the median is also the least efficient estimator. As it discards all but one point for its estimates, it suffers from increased jitter. We can visualize this extra noise by zooming in:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flatten_lc1, trend_lc1 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='median')\n", "flatten_lc2, trend_lc2 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='biweight')\n", "\n", "plt.figure()\n", "plt.scatter(time, flux, s=1, color='black')\n", "plt.plot(time, trend_lc1, linewidth=2, color='orange')\n", "plt.plot(time, trend_lc2, linewidth=2, color='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Raw flux')\n", "plt.xlim(1370.85, 1371.3)\n", "plt.ylim(6750, 6795);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The additional noise (jitter) of the median (orange) is apparent. For the purpose of transit detection, it has shown optimal to use a robust method such as the biweight." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The differences between various other robust sliders are often very small:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flatten_lc1, trend_lc1 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='welsch')\n", "flatten_lc2, trend_lc2 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='biweight')\n", "flatten_lc3, trend_lc3 = flatten(\n", " time, flux, window_length=0.75, return_trend=True, method='huber')\n", "\n", "plt.figure()\n", "plt.scatter(time, flux, s=1, color='black')\n", "plt.plot(time, trend_lc1, linewidth=2, color='red')\n", "plt.plot(time, trend_lc2, linewidth=2, color='blue', linestyle='dotted')\n", "plt.plot(time, trend_lc3, linewidth=2, color='orange', linestyle='dashed')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Raw flux')\n", "plt.xlim(1358.5, 1360.2)\n", "plt.ylim(6820, 6865);" ] } ], "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }