{ "cells": [ { "cell_type": "markdown", "id": "ec5a2f4f", "metadata": {}, "source": [ "# How to find an Exoplanet with TESS data\n", "\n", "When a planet passes in front of its host star, from a certain view point, it causes the light of that star to dim. This is known as a transit. \n", "\n", "\n", "\n", "Many space missions have been specifically designed to detect planets using the transit method. One such mission is the [*Transiting Exoplanet Survey Satellite (TESS)*](https://heasarc.gsfc.nasa.gov/docs/tess/). \n", "\n", "*TESS* is a NASA-sponsored Astrophysics Explorer-class mission that is performing a near all-sky survey to search for planets transiting nearby stars. The mission observes from a unique elliptical high Earth orbit (HEO) that provides an unobstructed view of its field to obtain continuous light curves and a more stable platform for precise photometry than a low Earth orbit.\n", "\n", "\n", "\n", "\n", "*TESS* is equipped with four CCD cameras that have adjacent field-of-views to produce a 4 x 1 array, or 'observing Sector', yielding a combined field-of-view of 96 x 24 degrees, as illustrated below. \n", "\n", "\n", "\n", "Each hemisphere is split into these observing Sectors, and each Sector is observed for ~27 days. Since 2018, TESS has observed approximately 80% of the sky, mapping both the northern and southern hemispheres, and detecting thousands of planet candidates. \n", "\n", "Data from the *TESS* mission are publicly available from the [**Mikulski Archive for Space Telescopes (MAST)**](https://archive.stsci.edu/missions-and-data/tess). The main data products collected by the *TESS* mission are described below: \n", "\n", "- [Full Frame Images (FFIs)](https://heasarc.gsfc.nasa.gov/docs/tess/data-products.html#full-frame-images): The full sector images, with a cadence of 30-min (years 1 & 2) or 10-min (years 3 & 4).\n", "- [Target Pixel Files (TPFs)](https://heasarc.gsfc.nasa.gov/docs/tess/data-products.html#target-pixel-files-tpfs): Postage stamp cut outs from the FFIs, focused on a selected target of interest. Each stamp has a cadence of 2-min or 20-sec. \n", "- [Light Curve Files (LCFs)](https://heasarc.gsfc.nasa.gov/docs/tess/data-products.html#light-curve-files): The time series data produced for each 2-min or 20-sec TPF object. \n", "\n", "To learn more about the *TESS* mission and its data products, please visit the [*TESS* GI pages](https://heasarc.gsfc.nasa.gov/docs/tess/data-products.html)." ] }, { "cell_type": "markdown", "id": "277d593e", "metadata": {}, "source": [ "## Learning Goals\n", "\n", "In this tutorial, we will teach the user how to access, analyze, and manipulate data from the *TESS* mission (this can also be applied to *Kepler* & *K2*). We will be utilizing a [Python](https://www.python.org) package called [*Lightkurve*](https://docs.lightkurve.org/index.html) which offers a user-friendly way to analyze time series data on the brightness of planets, stars, and galaxies. The package is focused on supporting science with NASA’s *Kepler* and *TESS* space telescopes but can equally be used to analyze light curves obtained by your backyard telescope. \n", " \n", "This tutorial assumes a basic knowledge of python and astronomy, and will walk the user through several of the concepts outlined below,\n", "\n", "- How to use *Lightkurve* to access the various data products and create time series.\n", "- How to account for instrumental and noise effects within your data.\n", "- How to recover a planet transit from your data." ] }, { "cell_type": "markdown", "id": "8203313e", "metadata": {}, "source": [ "## Imports\n", "\n", "This tutorial requires the use of specific packages:\n", "- [**Lightkurve**](https://docs.lightkurve.org/index.html) to work with *TESS* data (v2.0.1)\n", "- [**Matplotlib**](https://matplotlib.org/) for plotting.\n", "- [**Numpy**](https://numpy.org) for manipulating the data." ] }, { "cell_type": "code", "execution_count": 1, "id": "26c70fdf", "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "a549f0cc", "metadata": {}, "source": [ "### First time users\n", "\n", "If you are not experienced with *Python*, or cannot download *Lightkurve*, you can run this notebook as a [Colab notebook](https://colab.research.google.com/notebooks/intro.ipynb?utm_source=scs-index). Colaboratory allows users to write and execute *Python* in your browser with zero configuration required. \n", "\n", "All you need is a Google account and to copy and paste in the following command at the top of your colab notebook:\n", "\n", "`!pip install lightkurve --quiet`\n", "\n", "This downloads the *Lightkurve* package." ] }, { "cell_type": "markdown", "id": "9034138e", "metadata": {}, "source": [ "## 1. How to use *Lightkurve* to access the various data products and create a time series\n", "\n", "You can search for the various data products for *TESS* using the following *Lightkurve* functions.\n", "\n", "- To look for your object in a full frame image: [`search_tesscut()`](https://docs.lightkurve.org/reference/api/lightkurve.search_tesscut.html?highlight=search_tesscut)\n", "\n", "- To look for target pixel files: [`search_targetpixelfile()`](https://docs.lightkurve.org/reference/api/lightkurve.search_targetpixelfile.html?highlight=search_targetpixelfile) \n", "\n", "- To obtain light curve files for your object of interest: [`search_lightcurve()`](https://docs.lightkurve.org/reference/api/lightkurve.search_lightcurve.html?highlight=search_lightcurve) \n", "\n", "\n", "In this tutorial, we will be examining a nearby, bright target [Pi Mensae](https://exoplanets.nasa.gov/exoplanet-catalog/7271/pi-mensae-c/) (TIC ID 261136679), around which *TESS* scientists discovered a short period planet candidate on a 6.27 day orbit. See the ApJ paper by [Huang et al (2018)](https://iopscience.iop.org/article/10.3847/2041-8213/aaef91/pdf) for more details. " ] }, { "cell_type": "markdown", "id": "c6754d85", "metadata": {}, "source": [ "### 1.1 Accessing the data products\n", "\n", "Let's go through each one of the above functions and see what data is available." ] }, { "cell_type": "code", "execution_count": 2, "id": "8419e26c", "metadata": {}, "outputs": [], "source": [ "search_ffi = lk.search_tesscut('Pi Mensae')\n", "search_tpf = lk.search_targetpixelfile('Pi Mensae')\n", "search_lcf = lk.search_lightcurve('Pi Mensae')" ] }, { "cell_type": "code", "execution_count": 3, "id": "01e4ad28", "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 13 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 012018TESScut1426Pi Mensae0.0
1TESS Sector 042018TESScut1426Pi Mensae0.0
2TESS Sector 082019TESScut1426Pi Mensae0.0
3TESS Sector 112019TESScut1426Pi Mensae0.0
4TESS Sector 122019TESScut1426Pi Mensae0.0
5TESS Sector 132019TESScut1426Pi Mensae0.0
6TESS Sector 272020TESScut475Pi Mensae0.0
7TESS Sector 282020TESScut475Pi Mensae0.0
8TESS Sector 312020TESScut475Pi Mensae0.0
9TESS Sector 342021TESScut475Pi Mensae0.0
10TESS Sector 352021TESScut475Pi Mensae0.0
11TESS Sector 382021TESScut475Pi Mensae0.0
12TESS Sector 392021TESScut475Pi Mensae0.0
" ], "text/plain": [ "SearchResult containing 13 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- ------- ------- ----------- --------\n", " 0 TESS Sector 01 2018 TESScut 1426 Pi Mensae 0.0\n", " 1 TESS Sector 04 2018 TESScut 1426 Pi Mensae 0.0\n", " 2 TESS Sector 08 2019 TESScut 1426 Pi Mensae 0.0\n", " 3 TESS Sector 11 2019 TESScut 1426 Pi Mensae 0.0\n", " 4 TESS Sector 12 2019 TESScut 1426 Pi Mensae 0.0\n", " 5 TESS Sector 13 2019 TESScut 1426 Pi Mensae 0.0\n", " 6 TESS Sector 27 2020 TESScut 475 Pi Mensae 0.0\n", " 7 TESS Sector 28 2020 TESScut 475 Pi Mensae 0.0\n", " 8 TESS Sector 31 2020 TESScut 475 Pi Mensae 0.0\n", " 9 TESS Sector 34 2021 TESScut 475 Pi Mensae 0.0\n", " 10 TESS Sector 35 2021 TESScut 475 Pi Mensae 0.0\n", " 11 TESS Sector 38 2021 TESScut 475 Pi Mensae 0.0\n", " 12 TESS Sector 39 2021 TESScut 475 Pi Mensae 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_ffi" ] }, { "cell_type": "markdown", "id": "e361e925", "metadata": {}, "source": [ "The above table provides several important pieces of information. \n", "- The sector in which the object was observed.\n", "- The year in which the object was observed.\n", "- The author of the data. This has multiple options, and each is a hyperlink that when clicked will provide you with more information. \n", "- The cadence of the observation. \n", "- The name of the target.\n", "- The distance of the observation from your target of interest. This is useful if you conduct a cone search around your objects co-ordinates. \n", "\n", "The table above indicates that our object was observed in multiple Sectors. Note that in Sectors 1 - 13 (2018 & 2019) that the cadence of the FFI data was 30-min, but in Sectors 27 and above (2020 & 2021) it is 10-min.\n", "\n", "Let's see if any other data exists - i.e., was it observed as a target of interest and does it have a Target Pixel File. " ] }, { "cell_type": "code", "execution_count": 4, "id": "7c5cc524", "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 30 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 012018SPOC1202611366790.0
1TESS Sector 012018TESS-SPOC18002611366790.0
2TESS Sector 042018SPOC1202611366790.0
3TESS Sector 042018TESS-SPOC18002611366790.0
4TESS Sector 082019SPOC1202611366790.0
5TESS Sector 082019TESS-SPOC18002611366790.0
6TESS Sector 112019SPOC1202611366790.0
7TESS Sector 112019TESS-SPOC18002611366790.0
8TESS Sector 122019SPOC1202611366790.0
9TESS Sector 122019TESS-SPOC18002611366790.0
.....................
20TESS Sector 312020TESS-SPOC6002611366790.0
21TESS Sector 342021SPOC202611366790.0
22TESS Sector 342021SPOC1202611366790.0
23TESS Sector 342021TESS-SPOC6002611366790.0
24TESS Sector 382021SPOC202611366790.0
25TESS Sector 382021SPOC1202611366790.0
26TESS Sector 382021TESS-SPOC6002611366790.0
27TESS Sector 392021SPOC202611366790.0
28TESS Sector 392021SPOC1202611366790.0
29TESS Sector 392021TESS-SPOC6002611366790.0
\n", "Length = 30 rows" ], "text/plain": [ "SearchResult containing 30 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- --------- ------- ----------- --------\n", " 0 TESS Sector 01 2018 SPOC 120 261136679 0.0\n", " 1 TESS Sector 01 2018 TESS-SPOC 1800 261136679 0.0\n", " 2 TESS Sector 04 2018 SPOC 120 261136679 0.0\n", " 3 TESS Sector 04 2018 TESS-SPOC 1800 261136679 0.0\n", " 4 TESS Sector 08 2019 SPOC 120 261136679 0.0\n", " 5 TESS Sector 08 2019 TESS-SPOC 1800 261136679 0.0\n", " 6 TESS Sector 11 2019 SPOC 120 261136679 0.0\n", " 7 TESS Sector 11 2019 TESS-SPOC 1800 261136679 0.0\n", " 8 TESS Sector 12 2019 SPOC 120 261136679 0.0\n", " 9 TESS Sector 12 2019 TESS-SPOC 1800 261136679 0.0\n", "... ... ... ... ... ... ...\n", " 20 TESS Sector 31 2020 TESS-SPOC 600 261136679 0.0\n", " 21 TESS Sector 34 2021 SPOC 20 261136679 0.0\n", " 22 TESS Sector 34 2021 SPOC 120 261136679 0.0\n", " 23 TESS Sector 34 2021 TESS-SPOC 600 261136679 0.0\n", " 24 TESS Sector 38 2021 SPOC 20 261136679 0.0\n", " 25 TESS Sector 38 2021 SPOC 120 261136679 0.0\n", " 26 TESS Sector 38 2021 TESS-SPOC 600 261136679 0.0\n", " 27 TESS Sector 39 2021 SPOC 20 261136679 0.0\n", " 28 TESS Sector 39 2021 SPOC 120 261136679 0.0\n", " 29 TESS Sector 39 2021 TESS-SPOC 600 261136679 0.0\n", "Length = 30 rows" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_tpf" ] }, { "cell_type": "markdown", "id": "2af98be9", "metadata": {}, "source": [ "Great! Our object was observed as a target of interest and has 2-min and 20-sec cadenced data. This means that there should be light curve files already on the archive. Let's check those out. " ] }, { "cell_type": "code", "execution_count": 5, "id": "2331f85d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 41 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 012018SPOC1202611366790.0
1TESS Sector 012018TESS-SPOC18002611366790.0
2TESS Sector 012018QLP18002611366790.0
3TESS Sector 012018TASOC1202611366790.0
4TESS Sector 012018TASOC18002611366790.0
5TESS Sector 042018SPOC1202611366790.0
6TESS Sector 042018TESS-SPOC18002611366790.0
7TESS Sector 042018QLP18002611366790.0
8TESS Sector 082019SPOC1202611366790.0
9TESS Sector 082019TESS-SPOC18002611366790.0
.....................
31TESS Sector 312020QLP6002611366790.0
32TESS Sector 342021SPOC202611366790.0
33TESS Sector 342021SPOC1202611366790.0
34TESS Sector 342021TESS-SPOC6002611366790.0
35TESS Sector 382021SPOC202611366790.0
36TESS Sector 382021SPOC1202611366790.0
37TESS Sector 382021TESS-SPOC6002611366790.0
38TESS Sector 392021SPOC202611366790.0
39TESS Sector 392021SPOC1202611366790.0
40TESS Sector 392021TESS-SPOC6002611366790.0
\n", "Length = 41 rows" ], "text/plain": [ "SearchResult containing 41 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- --------- ------- ----------- --------\n", " 0 TESS Sector 01 2018 SPOC 120 261136679 0.0\n", " 1 TESS Sector 01 2018 TESS-SPOC 1800 261136679 0.0\n", " 2 TESS Sector 01 2018 QLP 1800 261136679 0.0\n", " 3 TESS Sector 01 2018 TASOC 120 261136679 0.0\n", " 4 TESS Sector 01 2018 TASOC 1800 261136679 0.0\n", " 5 TESS Sector 04 2018 SPOC 120 261136679 0.0\n", " 6 TESS Sector 04 2018 TESS-SPOC 1800 261136679 0.0\n", " 7 TESS Sector 04 2018 QLP 1800 261136679 0.0\n", " 8 TESS Sector 08 2019 SPOC 120 261136679 0.0\n", " 9 TESS Sector 08 2019 TESS-SPOC 1800 261136679 0.0\n", "... ... ... ... ... ... ...\n", " 31 TESS Sector 31 2020 QLP 600 261136679 0.0\n", " 32 TESS Sector 34 2021 SPOC 20 261136679 0.0\n", " 33 TESS Sector 34 2021 SPOC 120 261136679 0.0\n", " 34 TESS Sector 34 2021 TESS-SPOC 600 261136679 0.0\n", " 35 TESS Sector 38 2021 SPOC 20 261136679 0.0\n", " 36 TESS Sector 38 2021 SPOC 120 261136679 0.0\n", " 37 TESS Sector 38 2021 TESS-SPOC 600 261136679 0.0\n", " 38 TESS Sector 39 2021 SPOC 20 261136679 0.0\n", " 39 TESS Sector 39 2021 SPOC 120 261136679 0.0\n", " 40 TESS Sector 39 2021 TESS-SPOC 600 261136679 0.0\n", "Length = 41 rows" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_lcf" ] }, { "cell_type": "markdown", "id": "379998b0", "metadata": {}, "source": [ "Wonderful! Light curves for our object of interest have already been created. \n", "\n", "### 1.2 Creating a light curve using a Light Curve File\n", "\n", "Now on to getting the light curve for our object of interest. From the above table, it looks like there are multiple authors for our target. For this tutorial, let's stick to \"SPOC\" data products which have a 2-min cadence. We can return only these results using the following commands." ] }, { "cell_type": "code", "execution_count": 6, "id": "9a3595c7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 12 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 012018SPOC1202611366790.0
1TESS Sector 042018SPOC1202611366790.0
2TESS Sector 082019SPOC1202611366790.0
3TESS Sector 112019SPOC1202611366790.0
4TESS Sector 122019SPOC1202611366790.0
5TESS Sector 132019SPOC1202611366790.0
6TESS Sector 272020SPOC1202611366790.0
7TESS Sector 282020SPOC1202611366790.0
8TESS Sector 312020SPOC1202611366790.0
9TESS Sector 342021SPOC1202611366790.0
10TESS Sector 382021SPOC1202611366790.0
11TESS Sector 392021SPOC1202611366790.0
" ], "text/plain": [ "SearchResult containing 12 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- ------ ------- ----------- --------\n", " 0 TESS Sector 01 2018 SPOC 120 261136679 0.0\n", " 1 TESS Sector 04 2018 SPOC 120 261136679 0.0\n", " 2 TESS Sector 08 2019 SPOC 120 261136679 0.0\n", " 3 TESS Sector 11 2019 SPOC 120 261136679 0.0\n", " 4 TESS Sector 12 2019 SPOC 120 261136679 0.0\n", " 5 TESS Sector 13 2019 SPOC 120 261136679 0.0\n", " 6 TESS Sector 27 2020 SPOC 120 261136679 0.0\n", " 7 TESS Sector 28 2020 SPOC 120 261136679 0.0\n", " 8 TESS Sector 31 2020 SPOC 120 261136679 0.0\n", " 9 TESS Sector 34 2021 SPOC 120 261136679 0.0\n", " 10 TESS Sector 38 2021 SPOC 120 261136679 0.0\n", " 11 TESS Sector 39 2021 SPOC 120 261136679 0.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_lcf_refined = lk.search_lightcurve('Pi Mensae', author=\"SPOC\", exptime=120)\n", "search_lcf_refined " ] }, { "cell_type": "markdown", "id": "d886ca96", "metadata": {}, "source": [ "We now see 11 search results. Let's download these and see what the light curve looks like." ] }, { "cell_type": "code", "execution_count": 7, "id": "f5b9ba1e", "metadata": {}, "outputs": [], "source": [ "lcf = search_lcf_refined.download_all()" ] }, { "cell_type": "code", "execution_count": 8, "id": "ce58ec1e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LightCurveCollection of 12 objects:\n", " 0: \n", " 1: \n", " 2: \n", " 3: \n", " 4: \n", " 5: \n", " 6: \n", " 7: \n", " 8: \n", " 9: \n", " 10: \n", " 11: " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcf" ] }, { "cell_type": "markdown", "id": "4f280b9a", "metadata": {}, "source": [ "The above indicates that we have downloaded the light curves for each Sector and stored the data in arrays. You can look at the data for a specific Sector by specifying an array number as indicated below. This displays the data for Sector 1 as a table." ] }, { "cell_type": "code", "execution_count": 9, "id": "27e1df7e", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "TessLightCurve length=18279 LABEL="TIC 261136679" SECTOR=1 AUTHOR=SPOC FLUX_ORIGIN=pdcsap_flux\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
timefluxflux_errtimecorrcadencenocentroid_colcentroid_rowsap_fluxsap_flux_errsap_bkgsap_bkg_errpdcsap_fluxpdcsap_flux_errqualitypsf_centr1psf_centr1_errpsf_centr2psf_centr2_errmom_centr1mom_centr1_errmom_centr2mom_centr2_errpos_corr1pos_corr2
electron / selectron / sdpixpixelectron / selectron / selectron / selectron / selectron / selectron / spixpixpixpixpixpixpixpixpixpix
objectfloat32float32float32int32float64float64float32float32float32float32float32float32int32float64float32float64float32float64float32float64float32float32float32
1325.29696049506041.4641956e+061.3036719e+021.2319778e-03704451630.67624260.675401.4354926e+061.2776145e+023.9114688e+031.5351995e+011.4641956e+061.3036719e+020nannannannan1630.676248.4099076e-05260.675401.3968609e-049.0913408e-02-7.2966635e-02
1325.29834936453271.4643365e+061.3035809e+021.2319590e-03704461630.64880260.633921.4357199e+061.2775254e+023.8596919e+031.5269516e+011.4643365e+061.3035809e+020nannannannan1630.648808.4054744e-05260.633921.3961994e-046.2022530e-02-1.0871942e-01
1325.2997382340051.4643485e+061.3035931e+021.2319401e-03704471630.64806260.628401.4356588e+061.2775373e+023.8692920e+031.5291610e+011.4643485e+061.3035931e+020nannannannan1630.648068.4062471e-05260.628401.3959571e-046.1673984e-02-1.1394957e-01
1325.3011271034771.4643674e+061.3035008e+021.2319213e-03704481630.64752260.614341.4356190e+061.2774468e+023.8398132e+031.5262703e+011.4643674e+061.3035008e+020nannannannan1630.647528.4045743e-05260.614341.3958366e-046.0909923e-02-1.2573890e-01
1325.30251597306571.4642560e+061.3034836e+021.2319025e-03704491630.64057260.614121.4355810e+061.2774299e+023.8384204e+031.5262712e+011.4642560e+061.3034836e+020nannannannan1630.640578.4043444e-05260.614121.3952980e-045.3837594e-02-1.2532526e-01
1325.3039048425381.4644681e+061.3035623e+021.2318837e-03704501630.63971260.613261.4358005e+061.2775071e+023.8069717e+031.5240330e+011.4644681e+061.3035623e+020nannannannan1630.639718.4056861e-05260.613261.3949080e-045.2977830e-02-1.2562653e-01
1325.30529371212651.4643586e+061.3035381e+021.2318649e-03704511630.64385260.607081.4356219e+061.2774834e+023.8431169e+031.5283619e+011.4643586e+061.3035381e+020nannannannan1630.643858.4062158e-05260.607081.3951714e-045.7222184e-02-1.3051888e-01
1325.30668258159861.4643564e+061.3035527e+021.2318461e-03704521630.64220260.612151.4356771e+061.2774977e+023.8419392e+031.5270525e+011.4643564e+061.3035527e+020nannannannan1630.642208.4041087e-05260.612151.3955019e-045.5443291e-02-1.2712292e-01
1325.30807145118731.4645452e+061.3035765e+021.2318273e-03704531630.63883260.608311.4357862e+061.2775210e+023.8407632e+031.5274895e+011.4645452e+061.3035765e+020nannannannan1630.638838.4034349e-05260.608311.3950600e-045.1877767e-02-1.2947108e-01
........................................................................
1353.16456619477051.4646795e+061.3039951e+027.9329044e-04905101630.64438260.735401.4358860e+061.2779312e+024.0466931e+031.5422539e+011.4646795e+061.3039951e+020nannannannan1630.644388.4074054e-05260.735401.3953059e-045.5579260e-02-1.1038263e-02
1353.16595505062331.4649392e+061.3041254e+027.9325796e-04905111630.64849260.736251.4361424e+061.2780590e+024.0677520e+031.5430614e+011.4649392e+061.3041254e+020nannannannan1630.648498.4072431e-05260.736251.3956340e-046.0031198e-02-1.2474478e-02
1353.1673439064771.4646214e+061.3039377e+027.9322548e-04905121630.64657260.737131.4357276e+061.2778750e+024.0519436e+031.5423266e+011.4646214e+061.3039377e+020nannannannan1630.646578.4076637e-05260.737131.3951116e-045.7689309e-02-9.8480135e-03
1353.16873276227171.4647834e+061.3040990e+027.9319294e-04905131630.65187260.735591.4359665e+061.2780331e+024.0945930e+031.5460280e+011.4647834e+061.3040990e+020nannannannan1630.651878.4072963e-05260.735591.3958018e-046.3572161e-02-1.4975319e-02
1353.1701216181241.4644656e+061.3038603e+027.9316046e-04905141630.64304260.715031.4355525e+061.2777991e+024.0659807e+031.5433553e+011.4644656e+061.3038603e+020nannannannan1630.643048.4104897e-05260.715031.3954782e-045.4697301e-02-3.3739604e-02
1353.17151047391961.4647081e+061.3039996e+027.9312793e-04905151630.64598260.733591.4358651e+061.2779357e+024.0584336e+031.5429242e+011.4647081e+061.3039996e+020nannannannan1630.645988.4103733e-05260.733591.3949537e-045.7749905e-02-1.5640877e-02
1353.17289932977341.4646606e+061.3040236e+027.9309545e-04905161630.65524260.737181.4357864e+061.2779591e+024.0737170e+031.5449224e+011.4646606e+061.3040236e+020nannannannan1630.655248.4154504e-05260.737181.3958884e-046.7496188e-02-1.1539744e-02
1353.17428818556871.4648560e+061.3041582e+027.9306291e-04905171630.65059260.748471.4360880e+061.2780910e+024.0896948e+031.5452563e+011.4648560e+061.3041582e+020nannannannan1630.650598.4090752e-05260.748471.3948027e-046.1896853e-023.0782772e-03
1353.17567704142171.4646049e+061.3039998e+027.9303043e-04905181630.64159260.717631.4359089e+061.2779358e+024.0475869e+031.5419288e+011.4646049e+061.3039998e+020nannannannan1630.641598.4079904e-05260.717631.3953699e-045.2571520e-02-3.2142449e-02
1353.17706589721571.4646141e+061.3040526e+027.9299789e-04905191630.65089260.747161.4358994e+061.2779876e+024.0689077e+031.5450690e+011.4646141e+061.3040526e+020nannannannan1630.650898.4083091e-05260.747161.3951387e-046.2483948e-02-7.1828649e-04
" ], "text/plain": [ "\n", " time flux ... pos_corr1 pos_corr2 \n", " electron / s ... pix pix \n", " object float32 ... float32 float32 \n", "------------------ -------------- ... -------------- --------------\n", "1325.2969604950604 1.4641956e+06 ... 9.0913408e-02 -7.2966635e-02\n", "1325.2983493645327 1.4643365e+06 ... 6.2022530e-02 -1.0871942e-01\n", " 1325.299738234005 1.4643485e+06 ... 6.1673984e-02 -1.1394957e-01\n", " 1325.301127103477 1.4643674e+06 ... 6.0909923e-02 -1.2573890e-01\n", "1325.3025159730657 1.4642560e+06 ... 5.3837594e-02 -1.2532526e-01\n", " 1325.303904842538 1.4644681e+06 ... 5.2977830e-02 -1.2562653e-01\n", "1325.3052937121265 1.4643586e+06 ... 5.7222184e-02 -1.3051888e-01\n", "1325.3066825815986 1.4643564e+06 ... 5.5443291e-02 -1.2712292e-01\n", "1325.3080714511873 1.4645452e+06 ... 5.1877767e-02 -1.2947108e-01\n", " ... ... ... ... ...\n", "1353.1645661947705 1.4646795e+06 ... 5.5579260e-02 -1.1038263e-02\n", "1353.1659550506233 1.4649392e+06 ... 6.0031198e-02 -1.2474478e-02\n", " 1353.167343906477 1.4646214e+06 ... 5.7689309e-02 -9.8480135e-03\n", "1353.1687327622717 1.4647834e+06 ... 6.3572161e-02 -1.4975319e-02\n", " 1353.170121618124 1.4644656e+06 ... 5.4697301e-02 -3.3739604e-02\n", "1353.1715104739196 1.4647081e+06 ... 5.7749905e-02 -1.5640877e-02\n", "1353.1728993297734 1.4646606e+06 ... 6.7496188e-02 -1.1539744e-02\n", "1353.1742881855687 1.4648560e+06 ... 6.1896853e-02 3.0782772e-03\n", "1353.1756770414217 1.4646049e+06 ... 5.2571520e-02 -3.2142449e-02\n", "1353.1770658972157 1.4646141e+06 ... 6.2483948e-02 -7.1828649e-04" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcf[0]" ] }, { "cell_type": "markdown", "id": "a8b738be", "metadata": {}, "source": [ "In this table, you are given the time and the flux for your object of interest.\n", "There does however seem to be three entries for flux: flux, sap_flux, and pdcsap_flux. \n", "By default, the flux = pdcsap_flux, but what do these entries mean?\n", "\n", "- **Simple Aperture Photometry (SAP)**: The SAP light curve is calculated by summing together the brightness of pixels that fall within an aperture set by the *TESS* mission. This is often referred to as the *optimal aperture*, but despite its name, it can sometimes be improved upon! Because the SAP light curve is a sum of the brightness in chosen pixels, it is still subject to systematic artifacts of the mission.\n", "\n", "- **Pre-search Data Conditioning SAP flux (PDCSAP) flux**: SAP flux from which long-term trends have been removed using so-called Co-trending Basis Vectors (CBVs). PDCSAP flux is usually cleaner data than the SAP flux and will have fewer systematic trends.\n", "\n", "\n", "You can switch between fluxes using the following commands,\n", "\n", " pdcsap = lcf[0].pdcsap_flux\n", " \n", " sapflux = lcf[0].sap_flux\n", "\n", "Let's now plot both the PDCSAP and SAP light curves and see what they look like." ] }, { "cell_type": "code", "execution_count": 10, "id": "144d43a7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lcf[0].plot(column='sap_flux', normalize=True, label=\"SAP\");\n", "lcf[0].plot(ax=ax, column='pdcsap_flux', normalize=True, label=\"PDCSAP\");" ] }, { "cell_type": "markdown", "id": "8538805c", "metadata": {}, "source": [ "There are some big differences between these two light curves, specifically the dips in the SAP light curve and its overall gradent. These differences will be discussed later in the tutorial. For now, let's think about how we can manipulate the light curves.\n", "\n", "#### 1.2.1 Manipulating a light curve\n", "\n", "There are a set of useful functions in *Lightkurve* which you can use to work with the data. \n", "These include:\n", "\n", "- [flatten()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.flatten.html?highlight=flatten#lightkurve.LightCurve.flatten): Remove long term trends using a Savitzky–Golay filter\n", "- [remove_outliers()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.remove_outliers.html?highlight=remove_outliers): Remove outliers using simple sigma clipping\n", "- [remove_nans()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.remove_nans.html?highlight=remove_nans): Remove infinite or NaN values (these can occur during thruster firings)\n", "- [fold()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.fold.html?highlight=fold): Fold the data at a particular period\n", "- [bin()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.bin.html?highlight=bin): Reduce the time resolution of the array, taking the average value in each bin.\n", "\n", "We can use these simply on a light curve object. For this tutorial, let's stick with the PDCSAP flux." ] }, { "cell_type": "code", "execution_count": 11, "id": "2453fb97", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PDCSAP light curve of Pi Mensae')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lcf[0].plot() \n", "ax.set_title(\"PDCSAP light curve of Pi Mensae\")" ] }, { "cell_type": "markdown", "id": "ae1e00d6", "metadata": {}, "source": [ "We can kind of make out a possible transit but let us manipulate the light curve some more to see if we can pull it out. \n", "\n", "### Flattening" ] }, { "cell_type": "code", "execution_count": 12, "id": "03d2fe44", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flat_lc = lcf[0].flatten(window_length=1001)\n", "flat_lc.plot();" ] }, { "cell_type": "markdown", "id": "bd24e89d", "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": 13, "id": "bf6a5169", "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time.value < 1346) | (flat_lc.time.value > 1350)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8cdfe098", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "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", "id": "973c905a", "metadata": {}, "source": [ "We can use Lightkurve to plot these two light curves over each other to see the difference." ] }, { "cell_type": "code", "execution_count": 15, "id": "f9ca16b1", "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.plot()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.plot(ax=ax, label='masked');" ] }, { "cell_type": "markdown", "id": "acc020d0", "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": "markdown", "id": "dbd7d0f8", "metadata": {}, "source": [ "### Remove outliers" ] }, { "cell_type": "code", "execution_count": 16, "id": "b1eba7e3", "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", "id": "d00e0f6e", "metadata": {}, "source": [ "Finally, let’s use *Lightkurve* to fold the data at the exoplanet orbital period and see if we can detect the transit." ] }, { "cell_type": "markdown", "id": "2abe7c02", "metadata": {}, "source": [ "### Folding the light curve and finding the transit\n", "From the Pi Mensae paper, we know that planet c has a period of 6.27 days. We can use the `fold()` function to find the transit in our data as shown below." ] }, { "cell_type": "code", "execution_count": 17, "id": "f1ee31c8", "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.plot();" ] }, { "cell_type": "markdown", "id": "403d25f7", "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.\n", "\n", "### Binning the light curve" ] }, { "cell_type": "code", "execution_count": 18, "id": "dda897b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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", "id": "a9ceb59a", "metadata": {}, "source": [ "And now we can see the transit of Pi Mensae c!" ] }, { "cell_type": "markdown", "id": "b259d380", "metadata": {}, "source": [ "### 2. Creating a light curve using FFI data\n", "\n", "In our previous FFI search, we found that *Pi Men* was observed in Sector 1 with a 30-min cadence. This data is stored as the 1st argument of the *search_ffi* array. \n", "\n", "To create the light curve from the FFI data, we must first download the relevant images. Note that we do not want the entirety of the Sector 1 FFI, only a small region surrounding our object of interest. We can specify the size of the region we want to cut out using the commands below, in this case we want a 10x10 pixel region." ] }, { "cell_type": "code", "execution_count": 19, "id": "515cc8fa", "metadata": {}, "outputs": [], "source": [ "ffi_data = search_ffi[0].download(cutout_size=10)" ] }, { "cell_type": "markdown", "id": "ea1bc8b8", "metadata": {}, "source": [ "Let's now see what this cut out looks like and also check that our object is at the center of it." ] }, { "cell_type": "code", "execution_count": 20, "id": "db4666e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ffi_data.plot()" ] }, { "cell_type": "markdown", "id": "53abdb41", "metadata": {}, "source": [ "The above figure indicates the pixels on the CCD camera, with which *Pi Men* was observed. The color indicates the amount of flux in each pixel, in electrons per second. The y-axis shows the pixel row, and the x-axis shows the pixel column. The title tells us the *TESS* Input Catalogue ([TIC](https://tess.mit.edu/science/tess-input-catalogue/)) identification number of the target, and the observing cadence of this image. By default, `plot()` shows the first observation cadence in the Sector.\n", "\n", "It looks like our star is isolated, so we can extract a light-curve by simply summing up all the pixel values in each image. To do this, we need to first define an **aperture mask**. \n", "\n", "Many decisions go into the choice of aperture mask, including the significant blending of the large *TESS* pixels. In this tutorial, we are going to define an aperture by defining a median flux value and only selecting pixels at a certain sigma above that threshold. \n", "\n", "In most situations, a threshold mask will be the best choice for custom aperture photometry, as it doesn’t involve trial and error beyond finding the best sigma value. You can define a threshold mask using the following code:" ] }, { "cell_type": "code", "execution_count": 21, "id": "70190b5e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target_mask = ffi_data.create_threshold_mask(threshold=10, reference_pixel='center')\n", "n_target_pixels = target_mask.sum()\n", "n_target_pixels" ] }, { "cell_type": "markdown", "id": "a942fae8", "metadata": {}, "source": [ "This indicates that there are 18 pixels which are above our threshold and so in our mask. We can now check to make sure that our target is covered by this mask using plot." ] }, { "cell_type": "code", "execution_count": 22, "id": "1504f455", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ffi_data.plot(aperture_mask=target_mask, mask_color='r')" ] }, { "cell_type": "markdown", "id": "408213b4", "metadata": {}, "source": [ "Nice! We see our target mask centered on the 18 brightest pixels in the center of the image. Let’s see what the light curve looks like. Note that this light curve will be uncorrected for any anomalies or noise, and that the flux is therefore based upon “Simple Aperture Photometry” (SAP).\n", "\n", "To create our light curve, we will pass our **aperture_mask** to the [`to_lightcurve`](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.to_lightcurve.html?highlight=to_lightcurve) function." ] }, { "cell_type": "code", "execution_count": 23, "id": "6cf55a52", "metadata": {}, "outputs": [], "source": [ "ffi_lc = ffi_data.to_lightcurve(aperture_mask=target_mask)" ] }, { "cell_type": "markdown", "id": "cbf2988b", "metadata": {}, "source": [ "Once again, we can examine the light curve data as a table, but note this time that there is only one flux value and that as default, this is the SAP flux." ] }, { "cell_type": "code", "execution_count": 24, "id": "f5cd8690", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "TessLightCurve length=1267 LABEL="" SECTOR=1\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
timefluxflux_errcentroid_colcentroid_rowcadencenoquality
electron / selectron / spixpix
objectfloat32float32float64float64int64int32
1325.3242611834361316430.7531.3038902282714841630.6385441885782260.6140000474531500
1325.3450943096891316496.031.3046169281005861630.63890532941260.61405826824110
1325.36592743739581316588.12531.305624008178711630.6395243879658260.6136365032178320
1325.3867605664991316589.031.3056488037109381630.6392641770467260.6132488909907530
1325.4075936971316634.12531.3062973022460941630.6403961686917260.6133312424588640
1325.42842682884021316664.87531.3066101074218751630.6403907997208260.6116854318425550
1325.44925996196161316503.2531.3046283721923831630.6404545748724260.610578549298160
1325.4700930964211316347.12531.302801132202151630.6417255479462260.6107426474798770
1325.4909262321021316419.87531.3037490844726561630.6415727513183260.6103441131149380
.....................
1352.9697912637541315211.7531.2922744750976561630.6482825671299260.7321358183268712570
1352.99062424209391315086.2531.290554046630861630.6484335940063260.7330748951589512580
1353.0114572198521315193.7531.291809082031251630.646707975239260.73150081707312590
1353.03229019705711315158.7531.2914199829101561630.648037172556260.7359122238213412600
1353.05312317379551315296.531.2930049896240231630.647094118251260.733320637863312610
1353.07395615006861315088.12531.2903957366943361630.6473270669005260.735159343230812620
1353.09478912593611315222.12531.292188644409181630.6474165571676260.734891574457912630
1353.11562210145141315163.87531.291374206542971630.6464359975553260.734046863907912640
1353.1364550766481315184.12531.2916831970214841630.6479758585133260.734301400514412650
1353.15728805161231315330.87531.2933921813964841630.6465981702963260.7370103590617412660
" ], "text/plain": [ "\n", " time flux flux_err ... cadenceno quality\n", " electron / s electron / s ... \n", " object float32 float32 ... int64 int32 \n", "------------------ ------------ ------------------ ... --------- -------\n", " 1325.324261183436 1316430.75 31.303890228271484 ... 0 0\n", " 1325.345094309689 1316496.0 31.304616928100586 ... 1 0\n", "1325.3659274373958 1316588.125 31.30562400817871 ... 2 0\n", " 1325.386760566499 1316589.0 31.305648803710938 ... 3 0\n", " 1325.407593697 1316634.125 31.306297302246094 ... 4 0\n", "1325.4284268288402 1316664.875 31.306610107421875 ... 5 0\n", "1325.4492599619616 1316503.25 31.304628372192383 ... 6 0\n", " 1325.470093096421 1316347.125 31.30280113220215 ... 7 0\n", " 1325.490926232102 1316419.875 31.303749084472656 ... 8 0\n", " ... ... ... ... ... ...\n", " 1352.969791263754 1315211.75 31.292274475097656 ... 1257 0\n", "1352.9906242420939 1315086.25 31.29055404663086 ... 1258 0\n", " 1353.011457219852 1315193.75 31.29180908203125 ... 1259 0\n", "1353.0322901970571 1315158.75 31.291419982910156 ... 1260 0\n", "1353.0531231737955 1315296.5 31.293004989624023 ... 1261 0\n", "1353.0739561500686 1315088.125 31.290395736694336 ... 1262 0\n", "1353.0947891259361 1315222.125 31.29218864440918 ... 1263 0\n", "1353.1156221014514 1315163.875 31.29137420654297 ... 1264 0\n", " 1353.136455076648 1315184.125 31.291683197021484 ... 1265 0\n", "1353.1572880516123 1315330.875 31.293392181396484 ... 1266 0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ffi_lc" ] }, { "cell_type": "markdown", "id": "98333090", "metadata": {}, "source": [ "Let's now plot this," ] }, { "cell_type": "code", "execution_count": 25, "id": "5f82fd5e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ffi_lc.scatter(label=\"SAP FFI\")" ] }, { "cell_type": "markdown", "id": "f16df25e", "metadata": {}, "source": [ "We can see that there are problematic data points in this light curve which are probably due to jitter. Once again, we can remove these data points via creating and applying a mask." ] }, { "cell_type": "code", "execution_count": 26, "id": "a852b778", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask_ffi = (ffi_lc.time.value < 1346) | (ffi_lc.time.value > 1350)\n", "masked_lc_ffi = ffi_lc[mask_ffi]\n", "masked_lc_ffi.plot()" ] }, { "cell_type": "markdown", "id": "6dbcd8d9", "metadata": {}, "source": [ "OK, this looks a bit better but we should also clip the data again. " ] }, { "cell_type": "code", "execution_count": 27, "id": "a2e673a5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_ffi = masked_lc_ffi.remove_outliers(sigma=6)\n", "clipped_ffi.plot();" ] }, { "cell_type": "markdown", "id": "d5344d2d", "metadata": {}, "source": [ "Looking at the above light curve, we can see that there are still a few odd trends that need to be addressed, but there is also strong evidence for the previously observed transit! We can try to clean up our data a little using *Lightkurve's* built in corrector class functions. These functions are very useful for removing scattered light and other effects. You can learn more about them [here](https://docs.lightkurve.org/tutorials/index.html#removing-instrumental-noise).\n", "\n", "In this example, we are going to use the Pixel Level Decorrelation (PLD) Corrector (PLDCorrect). The PLD method has primarily been used to remove systematic trends introduced by small spacecraft motions during observations and has been shown to be successful at improving the precision of data taken by the Spitzer space telescope. PLD works by identifying a set of trends in the pixels surrounding the target star and performing linear regression to create a combination of these trends that effectively models the systematic noise introduced by spacecraft motion. This noise model is then subtracted from the uncorrected light curve. We can apply it to our data using the code shown below." ] }, { "cell_type": "code", "execution_count": 28, "id": "bbd80a95", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lightkurve.correctors import PLDCorrector\n", "pld = PLDCorrector(ffi_data[mask_ffi], aperture_mask=target_mask)\n", "pld.correct(pca_components=3)\n", "pltAxis = pld.diagnose()\n", "\n", "corrected_ffi = pld.correct(pca_components=3)" ] }, { "cell_type": "markdown", "id": "33d35bfa", "metadata": {}, "source": [ "The above plots indicate the corrections applied to our light curve. It removed a background and applied a spline; outliers are also presented. Let's now plot up our corrected light curve and compare to the corrected flux to the non-corrected flux." ] }, { "cell_type": "code", "execution_count": 29, "id": "85ee774f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.9975, 1.0025)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = ffi_lc.plot(normalize=True, label=\"SAP FFI\");\n", "corrected_ffi.remove_outliers().plot(ax=ax,normalize=True,label=\"SAP FFI corrected\")\n", "plt.ylim(0.9975,1.0025)" ] }, { "cell_type": "markdown", "id": "fbfd6eec", "metadata": {}, "source": [ "We can see that the corrector removed a lot of the trends that we were seeing. Let's now proceed as we did before and compare the results. First we need to `flatten()`." ] }, { "cell_type": "code", "execution_count": 30, "id": "d89c7dcd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ffi_flat_lc = corrected_ffi.flatten(window_length=1001)\n", "ffi_flat_lc.plot()" ] }, { "cell_type": "markdown", "id": "52997a73", "metadata": {}, "source": [ "Now we need to `fold()`." ] }, { "cell_type": "code", "execution_count": 31, "id": "1f84a5ef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.999, 1.001)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folded_ffi = ffi_flat_lc.fold(period=6.27, epoch_time=1325.504)\n", "folded_ffi.plot()\n", "plt.ylim(0.999,1.001)" ] }, { "cell_type": "markdown", "id": "8d24c94e", "metadata": {}, "source": [ "It is a little noiser than before and a bit more difficult to see due to the longer cadence (30-min), but we can clearly make out the transit again. Let's compare this to our earlier light curve." ] }, { "cell_type": "code", "execution_count": 32, "id": "032bb0f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = folded_lc.plot(label=\"LightCurve Object\")\n", "folded_ffi.plot(ax=ax, label=\"FFI\")" ] }, { "cell_type": "markdown", "id": "e0128bcb", "metadata": {}, "source": [ "Great! The transit is shown in both cases. It is clear more work needs to be done on the FFI to remove noise and instrumental trends from the data, but this is a good start!" ] }, { "cell_type": "markdown", "id": "5635c5a5", "metadata": {}, "source": [ "## Additional Resources \n", "\n", "In this tutorial, we have covered the basics of how to obtain, reduce and analyze *TESS* data using *Lightkurve*. We have, however, only skimmed the surface of what *Lightkurve* can do and how to investigate the data. For more detailed tutorials as well as other useful tools, please visit the following pages.\n", "\n", "- [*Lightkurve Tutorials page*](https://docs.lightkurve.org/tutorials/index.html): A set of 21 tutorials dealing with Kepler/K2 and TESS data\n", "- [TESS GI data products page](https://heasarc.gsfc.nasa.gov/docs/tess/data-analysis-tools.html): A set of 7 TESS specific tutorials.\n", "- [STScI Kepler K3 notebooks](https://github.com/spacetelescope/notebooks/tree/master/notebooks/MAST/Kepler): A set of notebooks produced by a collaboration between NumFocus, MAST, *Lightkurve*, and TESS GI office. They make use of python astronomical data packages to demonstrate how to analyze time series data from these NASA missions. New tools are presented here and also techniques for the advanced user.\n" ] }, { "cell_type": "markdown", "id": "2a237df6", "metadata": {}, "source": [ "## Authors\n", "\n", "[Rebekah Hounsell](https://heasarc.gsfc.nasa.gov/docs/tess/helpdesk.html) (with help from the Lightkurve Collaboration, 2018) - Support scientist for *TESS* in the NASA GSFC GI Office. For more help with TESS data, please contact us at tesshelp@bigbang.gsfc.nasa.gov.\n", "\n", "" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 5 }