{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data from the TESS mission are [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": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "search_result = lk.search_targetpixelfile('Pi Mensae', mission='TESS', sector=1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 1 data products.\n", "\n", "\n", "\n", "\n", "
#observationtarget_nameproductFilenamedistance
0TESS Sector 1261136679tess2018206045859-s0001-0000000261136679-0120-s_tp.fits0.0
" ], "text/plain": [ "SearchResult containing 1 data products.\n", "\n", " # observation target_name productFilename distance\n", "--- ------------- ----------- ------------------------------------------------------- --------\n", " 0 TESS Sector 1 261136679 tess2018206045859-s0001-0000000261136679-0120-s_tp.fits 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tpf = search_result.download(quality_bitmask='default')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TessTargetPixelFile(TICID: 261136679)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf" ] }, { "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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 12, "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": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17431099,\n", " 1353.17569985, 1353.17708871])" ] }, "execution_count": 13, "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": 14, "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", " [[ 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 ]],\n", "\n", " [[ 16.255512 , -31.703304 , -88.93622 , ..., -96.80196 ,\n", " -88.44054 , -128.90186 ],\n", " [-123.1205 , -115.64475 , -102.827774 , ..., -105.912766 ,\n", " -116.543015 , -125.83007 ],\n", " [-143.50493 , -135.33545 , -131.393 , ..., -96.0497 ,\n", " -111.65795 , -116.42823 ],\n", " ...,\n", " [-130.41649 , -130.36017 , -142.79881 , ..., -68.48361 ,\n", " -99.568924 , -132.27666 ],\n", " [-134.51385 , -135.7366 , -139.90646 , ..., -111.81407 ,\n", " -125.028984 , -127.74584 ],\n", " [-122.92239 , -129.48557 , -142.0298 , ..., -121.2471 ,\n", " -87.20575 , -107.23206 ]]], dtype=float32)" ] }, "execution_count": 14, "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": 15, "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": 15, "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": 16, "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": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aperture_mask = tpf.create_threshold_mask(threshold=10)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "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": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18104,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 22, "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.errorbar();" ] }, { "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": 23, "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time.value < 1346) | (flat_lc.time.value > 1350)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just clip those times out." ] }, { "cell_type": "code", "execution_count": 24, "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.errorbar();" ] }, { "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": 25, "metadata": {}, "outputs": [ { "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.errorbar()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.errorbar(ax=ax, label='masked');" ] }, { "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": 26, "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.errorbar();" ] }, { "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": 27, "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": 28, "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": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folded_lc = clipped_lc.fold(period=6.27, epoch_time=1325.504)\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": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import astropy.units as u\n", "binned_lc = folded_lc.bin(time_bin_size=5*u.minute)\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": 31, "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.value < 1346) | (lc.time.value > 1350)]\n", "lc.remove_outliers(sigma=6).fold(period=6.27, epoch_time=1325.504).bin(time_bin_size=5*u.minute).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": 32, "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.value < 1346) | (lc.time.value > 1350)].remove_outliers(6).fold(period=6.27, epoch_time=1325.504).bin(5*u.minute)\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.value < 1346) | (custom_lc.time.value > 1350)].remove_outliers(6).fold(period=6.27, epoch_time=1325.504).bin(5*u.minute)" ] }, { "cell_type": "code", "execution_count": 33, "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }