{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recently, the first public pixel data from the TESS mission have become [available from the data archive at MAST](https://archive.stsci.edu/prepds/tess-data-alerts/). This tutorial demonstrates how the [Lightkurve Python package](http://lightkurve.keplerscience.org) can be used to read in these data and create your own TESS light curves with different aperture masks.\n", "\n", "Below is a quick tutorial on how to get started using *Lightkurve* and TESS data. We'll use the nearby, bright target Pi Mensae (ID 261136679), around which the mission team recently discovered a short period planet candidate on a 6.27 day orbit. See the [pre-print paper by Huang et al (2018)](https://arxiv.org/abs/1809.05967) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS data is stored in a binary file format which is documented in the [TESS Science Data Products Description Document](https://archive.stsci.edu/missions/tess/doc/EXP-TESS-ARC-ICD-TM-0014.pdf). *Lightkurve* provides a `TessTargetPixelFile` class which allows you to interact with the data easily.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import TessTargetPixelFile\n", "tpf = TessTargetPixelFile('https://archive.stsci.edu/hlsps/tess-data-alerts/hlsp_tess-data-alerts_tess_phot_00261136679-s01_tess_v1_tp.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TessTargetPixelFile`'s have many helpful methods and attributes. For example, you can access basic meta data on the target easily:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.ccd # TESS CCD Number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might want to plot the data, we can do this with the `plot()` method. You can add the keyword `aperture_mask` to plot an aperture on top of the image. In this case we've used the `pipeline_mask` which is stored in the original .fits file, but you can use any aperture you like." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to access the original fits file that generated the data you can use the `hdu` attribute of the tpf. This will return an `astropy.io.fits` object, for example" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.hdu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access each extension and the data inside it in the same way you'd use `astropy.io.fits`. If you want to access data held in the TPF, such as the time of the observations, you can do that easily by using" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17292214,\n", " 1353.17431099, 1353.17569985])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns the time in units of days counted since [Julian Day](https://en.wikipedia.org/wiki/Julian_day) 2457000. \n", "\n", "You can access the corresponding flux values using" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[[ -1.3825388, -37.66533 , -91.830536 , ..., -108.04645 ,\n", " -103.54175 , -134.1816 ],\n", " [-135.68407 , -125.30367 , -112.52773 , ..., -113.03839 ,\n", " -122.92997 , -131.28302 ],\n", " [-147.63722 , -142.73625 , -134.99854 , ..., -101.330734 ,\n", " -114.31767 , -121.03055 ],\n", " ...,\n", " [-138.13503 , -137.8448 , -146.29425 , ..., -77.273094 ,\n", " -105.22347 , -135.82652 ],\n", " [-142.20255 , -139.6766 , -147.65201 , ..., -118.81814 ,\n", " -129.52805 , -130.46175 ],\n", " [-133.71326 , -134.32669 , -148.82013 , ..., -127.16725 ,\n", " -90.90953 , -112.974434 ]],\n", "\n", " [[ -3.390986 , -47.140965 , -90.53796 , ..., -106.87563 ,\n", " -108.55464 , -136.6413 ],\n", " [-133.7175 , -125.38933 , -114.30842 , ..., -115.82087 ,\n", " -125.8608 , -132.87209 ],\n", " [-147.48918 , -142.87836 , -138.43767 , ..., -103.16773 ,\n", " -116.372955 , -119.86726 ],\n", " ...,\n", " [-138.81976 , -138.86803 , -146.27737 , ..., -78.0859 ,\n", " -107.27506 , -136.54706 ],\n", " [-139.40416 , -141.568 , -148.46045 , ..., -122.45605 ,\n", " -127.82529 , -132.05716 ],\n", " [-131.66135 , -135.35051 , -150.45163 , ..., -128.91386 ,\n", " -88.85448 , -111.716286 ]],\n", "\n", " [[ -3.5488758, -47.50886 , -95.015564 , ..., -110.717064 ,\n", " -108.882744 , -137.5612 ],\n", " [-137.84918 , -126.03129 , -115.643364 , ..., -114.72093 ,\n", " -126.24343 , -133.79109 ],\n", " [-147.31683 , -145.31314 , -137.13574 , ..., -105.026146 ,\n", " -116.6999 , -122.60661 ],\n", " ...,\n", " [-141.17563 , -140.43784 , -149.25896 , ..., -78.849335 ,\n", " -108.58714 , -138.34416 ],\n", " [-140.01288 , -142.26175 , -148.14075 , ..., -126.20568 ,\n", " -129.13695 , -132.04318 ],\n", " [-132.21141 , -138.6819 , -146.84227 , ..., -131.71007 ,\n", " -93.29626 , -116.47916 ]],\n", "\n", " ...,\n", "\n", " [[ 15.500299 , -32.484245 , -88.58714 , ..., -99.75848 ,\n", " -93.617775 , -129.5383 ],\n", " [-122.93883 , -117.40679 , -105.49079 , ..., -108.75932 ,\n", " -120.350716 , -129.25839 ],\n", " [-143.43176 , -138.72139 , -131.21268 , ..., -97.953094 ,\n", " -113.65763 , -118.00191 ],\n", " ...,\n", " [-130.2462 , -133.78702 , -140.91888 , ..., -68.20146 ,\n", " -99.546646 , -132.0319 ],\n", " [-137.01523 , -137.3937 , -141.48993 , ..., -112.68788 ,\n", " -125.11879 , -128.38521 ],\n", " [-125.543655 , -129.38873 , -144.37961 , ..., -122.12083 ,\n", " -89.26432 , -107.87084 ]],\n", "\n", " [[ 18.095486 , -34.98728 , -91.17793 , ..., -99.494095 ,\n", " -93.221954 , -128.76079 ],\n", " [-124.04631 , -116.41686 , -102.980415 , ..., -107.50661 ,\n", " -119.95467 , -127.54848 ],\n", " [-142.71834 , -138.71126 , -129.78357 , ..., -98.722206 ,\n", " -112.27363 , -119.09576 ],\n", " ...,\n", " [-131.34 , -131.13364 , -141.24506 , ..., -71.29033 ,\n", " -98.11233 , -129.48041 ],\n", " [-134.56529 , -136.50882 , -140.93579 , ..., -114.41215 ,\n", " -122.87399 , -129.40953 ],\n", " [-126.638466 , -132.9018 , -142.17902 , ..., -123.72011 ,\n", " -89.90764 , -108.07525 ]],\n", "\n", " [[ 14.83668 , -38.491974 , -89.118706 , ..., -104.50926 ,\n", " -98.43293 , -133.46823 ],\n", " [-129.66971 , -120.571465 , -107.0652 , ..., -110.490425 ,\n", " -121.109955 , -126.844826 ],\n", " [-146.30688 , -139.21913 , -132.79062 , ..., -99.678925 ,\n", " -112.38672 , -118.37381 ],\n", " ...,\n", " [-133.21715 , -132.51721 , -141.62198 , ..., -73.295105 ,\n", " -100.20323 , -132.46454 ],\n", " [-138.18147 , -138.7651 , -144.7824 , ..., -116.421265 ,\n", " -125.88614 , -129.6993 ],\n", " [-126.65554 , -130.70747 , -144.31444 , ..., -124.7908 ,\n", " -86.73392 , -112.15379 ]]], dtype=float32)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flux is a `numpy.ndarray` with a shape of (TIME x PIXELS x PIXELS). If you want to access just the first frame you can use" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[-1.38253880e+00, -3.76653290e+01, -9.18305359e+01,\n", " -1.29922272e+02, -1.45692978e+02, -1.35893311e+02,\n", " -9.54683685e+01, -8.85729370e+01, -1.08046448e+02,\n", " -1.03541748e+02, -1.34181595e+02],\n", " [-1.35684067e+02, -1.25303673e+02, -1.12527733e+02,\n", " -1.35690414e+02, -1.45928650e+02, -1.27757614e+02,\n", " -6.09818077e+01, -7.37526398e+01, -1.13038391e+02,\n", " -1.22929970e+02, -1.31283020e+02],\n", " [-1.47637222e+02, -1.42736252e+02, -1.34998535e+02,\n", " -1.41663147e+02, -1.40064377e+02, -1.18161720e+02,\n", " -5.37216644e+01, -6.23722382e+01, -1.01330734e+02,\n", " -1.14317673e+02, -1.21030548e+02],\n", " [-1.49992447e+02, -1.43351776e+02, -1.39589264e+02,\n", " -1.37442719e+02, -1.31207718e+02, -9.68078690e+01,\n", " -1.37817793e+01, -3.41951828e+01, -7.66406403e+01,\n", " -8.33256989e+01, -8.85187225e+01],\n", " [-1.37578445e+02, -1.28364151e+02, -1.26376915e+02,\n", " -1.21656555e+02, -1.14596848e+02, -5.06528702e+01,\n", " 7.68901138e+01, 4.60617752e+01, 2.71646519e+01,\n", " 3.94530640e+01, -2.65274410e+01],\n", " [-1.36808558e+01, 3.27203102e+01, 5.92592163e+01,\n", " 3.10102577e+01, 1.12594862e+01, 1.24587753e+02,\n", " 3.30445312e+02, 3.36818207e+02, 4.67378265e+02,\n", " 2.58437531e+02, 5.39367867e+00],\n", " [ 3.06964386e+02, 5.08380646e+02, 6.83612305e+02,\n", " 6.75774414e+02, 6.43811035e+02, 8.33415833e+02,\n", " 1.27430811e+03, 1.84799011e+03, 1.48316943e+03,\n", " 3.57677521e+02, -2.22004585e+01],\n", " [ 7.54239929e+02, 1.21837598e+03, 1.75272681e+03,\n", " 2.08298779e+03, 2.50489863e+04, 6.54504688e+04,\n", " 6.99400781e+03, 7.02737646e+03, 1.77507739e+03,\n", " 2.59077271e+02, -1.98949337e+01],\n", " [ 1.11253564e+03, 2.07831738e+03, 3.65158667e+03,\n", " 5.48250391e+03, 1.00965391e+05, 1.02543531e+05,\n", " 4.09393594e+04, 9.44738086e+03, 1.42760950e+03,\n", " 3.31844025e+02, 5.17090683e+01],\n", " [ 1.02698645e+03, 2.25617969e+03, 5.54376465e+03,\n", " 2.46261230e+04, 1.03035734e+05, 1.04624336e+05,\n", " 6.53138633e+04, 7.71915039e+03, 1.35093494e+03,\n", " 3.36992310e+02, -3.54690289e+00],\n", " [ 7.21791382e+02, 1.66756409e+03, 3.87029858e+03,\n", " 2.42247129e+04, 1.03909016e+05, 1.06053984e+05,\n", " 4.83635586e+04, 4.23504346e+03, 1.32237488e+03,\n", " 3.16208466e+02, -6.57367096e+01],\n", " [ 4.29120178e+02, 1.26064551e+03, 3.15358057e+03,\n", " 1.05985273e+04, 1.02944805e+05, 1.05321906e+05,\n", " 1.19889746e+04, 3.39063574e+03, 1.40142529e+03,\n", " 4.15249512e+02, -3.48390923e+01],\n", " [ 1.72348724e+02, 7.88590881e+02, 2.23820068e+03,\n", " 4.44562012e+03, 5.58241680e+04, 1.03319727e+05,\n", " 5.61203809e+03, 2.66727393e+03, 1.30703625e+03,\n", " 4.99335266e+02, 4.71602020e+01],\n", " [ 2.69907742e+01, 3.23401794e+02, 9.99374329e+02,\n", " 1.78104407e+03, 2.04844604e+03, 3.67428320e+04,\n", " 2.80467065e+03, 1.85512500e+03, 1.18081396e+03,\n", " 6.49496826e+02, 1.00554329e+02],\n", " [-7.98464050e+01, 9.25059509e+01, 3.26399536e+02,\n", " 6.55647888e+02, 9.57525818e+02, 1.18310132e+03,\n", " 1.39609094e+03, 1.17153650e+03, 1.15672314e+03,\n", " 7.71616577e+02, 5.45056877e+01],\n", " [-1.13249367e+02, -6.13406181e+01, 5.93428993e+01,\n", " 1.54688034e+02, 3.48396606e+02, 5.27463257e+02,\n", " 6.76866699e+02, 6.34336426e+02, 5.01662018e+02,\n", " 3.01781311e+02, -2.48897457e+01],\n", " [-8.82987518e+01, -1.17512108e+02, -9.47615585e+01,\n", " -3.40316010e+01, 4.28901634e+01, 1.52270020e+02,\n", " 2.72233185e+02, 2.77604492e+02, 1.88234268e+02,\n", " 4.79093513e+01, -6.75118103e+01],\n", " [-8.60586777e+01, -1.14533005e+02, -1.38196228e+02,\n", " -1.20548019e+02, -7.74374313e+01, -3.44268494e+01,\n", " 3.27217293e+01, 4.88377647e+01, 1.26917982e+01,\n", " -5.03569221e+01, -1.11872086e+02],\n", " [-1.38135025e+02, -1.37844803e+02, -1.46294250e+02,\n", " -1.46713867e+02, -1.37058548e+02, -1.05716675e+02,\n", " -6.76952667e+01, -5.82716599e+01, -7.72730942e+01,\n", " -1.05223473e+02, -1.35826523e+02],\n", " [-1.42202545e+02, -1.39676605e+02, -1.47652008e+02,\n", " -1.50885605e+02, -1.49152878e+02, -1.39763824e+02,\n", " -1.17666542e+02, -1.09747162e+02, -1.18818138e+02,\n", " -1.29528046e+02, -1.30461746e+02],\n", " [-1.33713257e+02, -1.34326691e+02, -1.48820129e+02,\n", " -1.51972229e+02, -1.49277893e+02, -1.45098679e+02,\n", " -1.30031540e+02, -1.21871094e+02, -1.27167252e+02,\n", " -9.09095306e+01, -1.12974434e+02]], dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values are in units electrons per second." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Light Curves from TPFs\n", "\n", "We can use the `to_lightcurve()` method to turn this TPF into a light curve using *Simple Aperture Photometry*. This will put an aperture on the target, and sum up the flux in all the pixels inside the aperture. \n", "\n", "The default for `to_lightcurve()` is to use the mask generated by the TESS pipeline." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the plot function to take a look at the data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty good, but maybe we can improve things by creating a new aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# Create a median image of the source over time\n", "median_image = np.nanmedian(tpf.flux, axis=0)\n", "\n", "# Select pixels which are brighter than the 85th percentile of the median image\n", "aperture_mask = median_image > np.nanpercentile(median_image, 85)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a long term trend in this dataset, which we can remove with a simple smoothing filter. You can use the `lc.flatten()` method to apply and divide the [Savitzky-Golay smoothing filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter). Here we'll use a `window_length` of 1001 cadences, which is roughly a 5% of the full length of the light curve. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18067,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=1001)\n", "flat_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve looks much flatter. Unfortunately there is a portion of the light curve that is very noisy, due to a jitter in the TESS spacecraft. We can remove this simply by masking the light curve. First we'll select the times that had the jitter." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time < 1346) | (flat_lc.time > 1350)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just clip those times out." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "masked_lc = flat_lc[mask]\n", "masked_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use *lightkurve* to plot these two light curves over each other to see the difference. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First define the `matplotlib.pyplot.axes`\n", "ax = flat_lc.plot()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better. Now we might want to clip out some outliers from the light curve. We can do that with a simple lightkurve function `remove_outliers()`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc = masked_lc.remove_outliers(sigma=6)\n", "clipped_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little hard to see these data because of the plotting style. Let's use a scatter plot instead. We can do this with the `lc.scatter()` method. This method works in the same way that `matplotlib.pyplot.scatter` works, and takes in the same keyword arguments." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc.scatter(s=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add errorbars using the `lc.errorbar()` method." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = clipped_lc.scatter(s=0.1)\n", "clipped_lc.errorbar(ax=ax, alpha=0.2); # alpha determines the transparency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let's use `lightkurve` to fold the data at the exoplanet orbital period and see if we can see the transit." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note I have added the phase argument to center the transit\n", "folded_lc = clipped_lc.fold(period=6.27, phase=0.4)\n", "folded_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there's something there, but it's hard to see. Let's bin the light curve to reduce the number of points, but also reduce the uncertainty of those points." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "binned_lc = folded_lc.bin(binsize=10) # Average 10 points per bin\n", "binned_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can see the transit of Pi Men c! \n", "\n", "Note that you can actually do all these steps in just a few lines:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)]\n", "lc.remove_outliers(sigma=6).fold(period=6.27, phase=0.4).bin(binsize=10).errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing two apertures\n", "\n", "In the above tutorial we used our own aperture instead of the pipeline aperture. Let's compare the results from using these two different apertures." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Use the default\n", "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)].remove_outliers(6).fold(period=6.27, phase=0.4).bin(10)\n", "\n", "# Use a custom aperture\n", "custom_lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "custom_lc = custom_lc[(custom_lc.time < 1346) | (custom_lc.time > 1350)].remove_outliers(6).fold(period=6.27, phase=0.4).bin(10)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.errorbar(label='Default aperture')\n", "custom_lc.errorbar(ax=ax, label='Custom aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The importance of using different aperture masks is clearly visible in the figure above. Note however that the data archive at MAST also contains lightcurve products which have more advanced systematics removal methods applied. We will explore those in a future 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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }