{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "bYYGJvqP-Csl" }, "source": [ "# Identifying transiting exoplanet signals in a light curve" ] }, { "cell_type": "markdown", "metadata": { "id": "gOFEJAKe-vjA" }, "source": [ "## Learning Goals\n", "\n", "By the end of this tutorial, you will:\n", "\n", " - Understand the \"Box Least Squares\" (BLS) method for identifying transit signals.\n", " - Know how to use the Lightkurve [BoxLeastSquaresPeriodogram](https://docs.lightkurve.org/reference/api/lightkurve.periodogram.BoxLeastSquaresPeriodogram.from_lightcurve.html?highlight=boxleastsquaresperiodogram) to identify a transiting planet.\n", " - Be able to estimate the period, epoch, and duration of the transit.\n", " - Be able to plot the phase-folded transit light curve.\n", " - Be familiar with the interactive Box Least Squares periodogram in Lightkurve." ] }, { "cell_type": "markdown", "metadata": { "id": "7NGNkiQB-sKQ" }, "source": [ "## Introduction\n", "\n", "The *Kepler* and *TESS* missions are optimized for finding new transiting exoplanets. [Lightkurve](http://docs.lightkurve.org/) provides a suite of tools that help make the process of identifying and characterizing planets convenient and accessible.\n", "\n", "In this tutorial, we will show you how to conduct your own search for transiting exoplanets in *Kepler* and *TESS* light curves. [Lightkurve](http://docs.lightkurve.org/) uses the [Astropy](https://www.astropy.org/) implementation of the Box Least Squares (BLS) method to identify transit signals. This tutorial demonstrates the basics of how to optimally use Lightkurve's BLS tools." ] }, { "cell_type": "markdown", "metadata": { "id": "EAzRgQPpAcBR" }, "source": [ "## Imports\n", "This tutorial requires the [**Lightkurve**](http://docs.lightkurve.org/) package, which uses [**Matplotlib**](https://matplotlib.org/) for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:24:20.584703Z", "iopub.status.busy": "2023-11-03T14:24:20.583401Z", "iopub.status.idle": "2023-11-03T14:24:21.892995Z", "shell.execute_reply": "2023-11-03T14:24:21.892605Z" }, "id": "azlcSd2lAjhy" }, "outputs": [], "source": [ "import lightkurve as lk\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "IChTo8Ir3-Ju" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "id": "r6p8DOLURorT" }, "source": [ "## 1. Downloading a Light Curve and Removing Long-Term Trends" ] }, { "cell_type": "markdown", "metadata": { "id": "QQLSlKKPOxEW" }, "source": [ "As an example, we will download all available [*Kepler*](https://archive.stsci.edu/kepler) observations for a known multi-planet system, [Kepler-69](https://iopscience.iop.org/article/10.1088/0004-637X/768/2/101)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:21.895339Z", "iopub.status.busy": "2023-11-03T14:24:21.895093Z", "iopub.status.idle": "2023-11-03T14:24:24.664323Z", "shell.execute_reply": "2023-11-03T14:24:24.664018Z" }, "executionInfo": { "elapsed": 72588, "status": "ok", "timestamp": 1601412555227, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "6mO0bXd6Rw5X", "outputId": "0bbf9a53-3897-483a-d2a0-7737981a6494" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Search for Kepler observations of Kepler-69\n", "search_result = lk.search_lightcurve('Kepler-69', author='Kepler', cadence='long')\n", "# Download all available Kepler light curves\n", "lc_collection = search_result.download_all()\n", "lc_collection.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "v3CQzkKfPO8e" }, "source": [ "Each observation has a different offset, so in order to successfully search this light curve for transits, we first need to normalize and flatten the full observation. This can be performed on a stitched light curve. For more information about combining multiple observations of the same target, please see the companion tutorial on combining multiple quarters of *Kepler* data with Lightkurve." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 442 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:24.666355Z", "iopub.status.busy": "2023-11-03T14:24:24.666240Z", "iopub.status.idle": "2023-11-03T14:24:24.673500Z", "shell.execute_reply": "2023-11-03T14:24:24.673210Z" }, "executionInfo": { "elapsed": 72582, "status": "ok", "timestamp": 1601412555229, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "V0XVebt-AM-4", "outputId": "29fd2769-0dcc-4700-9314-1fae68ccdd70" }, "outputs": [ { "data": { "text/html": [ "SearchResult containing 17 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0Kepler Quarter 012009Kepler1800kplr0086928610.0
1Kepler Quarter 022009Kepler1800kplr0086928610.0
2Kepler Quarter 032009Kepler1800kplr0086928610.0
3Kepler Quarter 042010Kepler1800kplr0086928610.0
4Kepler Quarter 052010Kepler1800kplr0086928610.0
5Kepler Quarter 062010Kepler1800kplr0086928610.0
.....................
10Kepler Quarter 112012Kepler1800kplr0086928610.0
11Kepler Quarter 122012Kepler1800kplr0086928610.0
12Kepler Quarter 132012Kepler1800kplr0086928610.0
13Kepler Quarter 142012Kepler1800kplr0086928610.0
14Kepler Quarter 152013Kepler1800kplr0086928610.0
15Kepler Quarter 162013Kepler1800kplr0086928610.0
16Kepler Quarter 172013Kepler1800kplr0086928610.0
\n", "Length = 17 rows" ], "text/plain": [ "SearchResult containing 17 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- ----------------- ---- ------ ------- ------------- --------\n", " 0 Kepler Quarter 01 2009 Kepler 1800 kplr008692861 0.0\n", " 1 Kepler Quarter 02 2009 Kepler 1800 kplr008692861 0.0\n", " 2 Kepler Quarter 03 2009 Kepler 1800 kplr008692861 0.0\n", " 3 Kepler Quarter 04 2010 Kepler 1800 kplr008692861 0.0\n", " 4 Kepler Quarter 05 2010 Kepler 1800 kplr008692861 0.0\n", " 5 Kepler Quarter 06 2010 Kepler 1800 kplr008692861 0.0\n", "... ... ... ... ... ... ...\n", " 10 Kepler Quarter 11 2012 Kepler 1800 kplr008692861 0.0\n", " 11 Kepler Quarter 12 2012 Kepler 1800 kplr008692861 0.0\n", " 12 Kepler Quarter 13 2012 Kepler 1800 kplr008692861 0.0\n", " 13 Kepler Quarter 14 2012 Kepler 1800 kplr008692861 0.0\n", " 14 Kepler Quarter 15 2013 Kepler 1800 kplr008692861 0.0\n", " 15 Kepler Quarter 16 2013 Kepler 1800 kplr008692861 0.0\n", " 16 Kepler Quarter 17 2013 Kepler 1800 kplr008692861 0.0\n", "Length = 17 rows" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:24.675033Z", "iopub.status.busy": "2023-11-03T14:24:24.674922Z", "iopub.status.idle": "2023-11-03T14:24:25.439921Z", "shell.execute_reply": "2023-11-03T14:24:25.439612Z" }, "executionInfo": { "elapsed": 74448, "status": "ok", "timestamp": 1601412557102, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "iXDKVb9aBBNx", "outputId": "d93fb7aa-bbd1-48a3-f3a9-e777770460e0" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Flatten the light curve \n", "lc = lc_collection.stitch().flatten(window_length=901).remove_outliers()\n", "lc.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "c03Y0DPv-Csl" }, "source": [ "## 2. The Box Least Squares Method for Finding Transiting Planets" ] }, { "cell_type": "markdown", "metadata": { "id": "Bz1vMoZWTQRm" }, "source": [ "The most common method used to identify transiting exoplanets is the Box Least Squares (BLS) periodogram analysis. BLS works by modeling a transit using an upside-down top hat with four parameters: period, duration, depth, and reference time. These can be seen in the figure below, from the [astropy.timeseries](https://docs.astropy.org/en/stable/timeseries/) implementation of BLS.\n", "\n", "\"Box\n", "\n", "These parameters are then optimized by minimizing the square difference between the BLS transit model and the observation. For more information about BLS, please see the [Astropy documentation](https://docs.astropy.org/en/stable/timeseries/bls.html).\n", "\n", "Lightkurve has two types of periodogram available to anaylze periodic trends in light curves:\n", "* `LombScarglePeriodogram`\n", "* `BoxLeastSquaresPeriodogram`\n", "\n", "Please see the companion tutorial on how to create periodograms and identify significant peaks for an example of the `LombScarglePeriodogram`." ] }, { "cell_type": "markdown", "metadata": { "id": "QWoWOLfELCTX" }, "source": [ "## 3. Searching for Transiting Planets in a *Kepler* Light Curve Using BLS\n", "\n", "To create a `BoxLeastSquaresPeriodogram`, use the `LightCurve` method [to_periodogram](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.to_periodogram.html?highlight=to_periodogram), and pass in the string `'bls'` to specify the type of periodogram object you want to create. This method also optionally takes an array of periods (in days) to search, which we will set from 1–20 days to limit our search to short-period planets. We do so using the [numpy.linspace](https://numpy.org/doc/stable/reference/generated/numpy.linspace.html) function." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 390 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:25.447164Z", "iopub.status.busy": "2023-11-03T14:24:25.447014Z", "iopub.status.idle": "2023-11-03T14:24:27.198282Z", "shell.execute_reply": "2023-11-03T14:24:27.197934Z" }, "executionInfo": { "elapsed": 81201, "status": "ok", "timestamp": 1601412563862, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "iLOVr_ZuRP2n", "outputId": "abef2286-e635-4663-b1f5-a6950d76ceda" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "# Create array of periods to search\n", "period = np.linspace(1, 20, 10000)\n", "# Create a BLSPeriodogram\n", "bls = lc.to_periodogram(method='bls', period=period, frequency_factor=500);\n", "bls.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "a-8gU6D2A7a6" }, "source": [ "The plot above shows the power, or the likelihood of the BLS fit, for each of the periods in the array we passed in. This plot shows a handful of high-power peaks at discrete periods, which is a good sign that a transit has been identified. The highest power spike shows the most likely period, while the lower power spikes are fractional harmonics of the period, for example, 1/2, 1/3, 1/4, etc. \n", "\n", "We can pull out the most likely BLS parameters by taking their values at maximum power — we will refer to this transiting object as \"planet b.\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 37 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:27.200070Z", "iopub.status.busy": "2023-11-03T14:24:27.199957Z", "iopub.status.idle": "2023-11-03T14:24:27.203165Z", "shell.execute_reply": "2023-11-03T14:24:27.202811Z" }, "executionInfo": { "elapsed": 81197, "status": "ok", "timestamp": 1601412563864, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "3c24rWxnR7_M", "outputId": "fdc82ff2-19ab-4809-cf43-77676daa5a40" }, "outputs": [ { "data": { "text/latex": [ "$13.721772 \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "planet_b_period = bls.period_at_max_power\n", "planet_b_t0 = bls.transit_time_at_max_power\n", "planet_b_dur = bls.duration_at_max_power\n", "\n", "# Check the value for period\n", "planet_b_period" ] }, { "cell_type": "markdown", "metadata": { "id": "4rlYrX_tLjRu" }, "source": [ "To confirm that this period and transit time (epoch) correspond to a transit signal, we can phase-fold the light curve using these values and plot it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:27.204847Z", "iopub.status.busy": "2023-11-03T14:24:27.204748Z", "iopub.status.idle": "2023-11-03T14:24:27.837350Z", "shell.execute_reply": "2023-11-03T14:24:27.837050Z" }, "executionInfo": { "elapsed": 82802, "status": "ok", "timestamp": 1601412565475, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "KOM3l2NbSDft", "outputId": "173ae47e-b646-43d3-cab1-fa8f24302249" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.fold(period=planet_b_period, epoch_time=planet_b_t0).scatter()\n", "ax.set_xlim(-5, 5);" ] }, { "cell_type": "markdown", "metadata": { "id": "QpfdGLSoMDUb" }, "source": [ "The phase-folded light curve shows a strong transit signal with the identified period and transit time of maximum BLS power." ] }, { "cell_type": "markdown", "metadata": { "id": "IhdPdcMOSRYy" }, "source": [ "## 4. Retrieving a Transit Model and Cadence Mask" ] }, { "cell_type": "markdown", "metadata": { "id": "Yj6Oym9HMMvw" }, "source": [ "The BLS periodogram has features that make it possible to search for multiple planets in the same system. If we want to identify additional transit signals, it will be much more convenient if we first remove the previously identified signal. This will prevent the high-power periodicity of the first planet, planet b, from dominating the BLS periodogram, and will allow us to find lower signal-to-noise ratio (SNR) transits.\n", "\n", "We can create a cadence mask for the light curve using the transit parameters from the `BoxLeastSquaresPeriodogram`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:24:27.839166Z", "iopub.status.busy": "2023-11-03T14:24:27.839043Z", "iopub.status.idle": "2023-11-03T14:24:27.846535Z", "shell.execute_reply": "2023-11-03T14:24:27.846272Z" }, "id": "l03MOLu3Nm1J" }, "outputs": [], "source": [ "# Create a cadence mask using the BLS parameters\n", "planet_b_mask = bls.get_transit_mask(period=planet_b_period, \n", " transit_time=planet_b_t0, \n", " duration=planet_b_dur)" ] }, { "cell_type": "markdown", "metadata": { "id": "gh0XVIJ4OBSu" }, "source": [ "Now, we can create a masked version of the light curve to search for additional transit signals. The light curve is shown below, with masked cadences marked in red." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:27.848260Z", "iopub.status.busy": "2023-11-03T14:24:27.848170Z", "iopub.status.idle": "2023-11-03T14:24:28.968592Z", "shell.execute_reply": "2023-11-03T14:24:28.968304Z" }, "executionInfo": { "elapsed": 88300, "status": "ok", "timestamp": 1601412570982, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "l_vzNQZwOKI0", "outputId": "7a50a3b5-a962-45c0-fab3-c59ba3fe5f2f" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "masked_lc = lc[~planet_b_mask]\n", "ax = masked_lc.scatter();\n", "lc[planet_b_mask].scatter(ax=ax, c='r', label='Masked');" ] }, { "cell_type": "markdown", "metadata": { "id": "S7SJfPWnOqE7" }, "source": [ "We can also create a BLS model to visualize the transit fit. This returns a `LightCurve` object with the BLS model in the flux column." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:24:28.970516Z", "iopub.status.busy": "2023-11-03T14:24:28.970393Z", "iopub.status.idle": "2023-11-03T14:24:28.977753Z", "shell.execute_reply": "2023-11-03T14:24:28.977444Z" }, "id": "QptjZH66OwR1" }, "outputs": [], "source": [ "# Create a BLS model using the BLS parameters\n", "planet_b_model = bls.get_transit_model(period=planet_b_period, \n", " transit_time=planet_b_t0, \n", " duration=planet_b_dur)" ] }, { "cell_type": "markdown", "metadata": { "id": "qzfYLeCTPKjD" }, "source": [ "We can plot this over the folded light curve to confirm that it accurately represents the transit." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:28.979806Z", "iopub.status.busy": "2023-11-03T14:24:28.979661Z", "iopub.status.idle": "2023-11-03T14:24:30.272830Z", "shell.execute_reply": "2023-11-03T14:24:30.272522Z" }, "executionInfo": { "elapsed": 89329, "status": "ok", "timestamp": 1601412572021, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "rHqMZmfYSX1E", "outputId": "00d53e85-ce58-44fc-e2be-7fc629642582" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.fold(planet_b_period, planet_b_t0).scatter()\n", "planet_b_model.fold(planet_b_period, planet_b_t0).plot(ax=ax, c='r', lw=2)\n", "ax.set_xlim(-5, 5);" ] }, { "cell_type": "markdown", "metadata": { "id": "goco294YUFjs" }, "source": [ "## 5. Identifying Additional Transiting Planet Signals in the Same Light Curve" ] }, { "cell_type": "markdown", "metadata": { "id": "OQboGya1PZF-" }, "source": [ "Now that we have created a light curve with the first identified planet masked out, we can search the remaining light curve for additional transit signals. Here, we search for long-period planets by increasing our range of periods to 1–300 days." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 431 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:30.274539Z", "iopub.status.busy": "2023-11-03T14:24:30.274418Z", "iopub.status.idle": "2023-11-03T14:24:37.057436Z", "shell.execute_reply": "2023-11-03T14:24:37.057069Z" }, "executionInfo": { "elapsed": 96255, "status": "ok", "timestamp": 1601412578953, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "MSUsDbMJUM-y", "outputId": "6d2b2bf8-2e57-4232-f3b8-257c94571b26" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "period = np.linspace(1, 300, 10000)\n", "bls = masked_lc.to_periodogram('bls', period=period, frequency_factor=500)\n", "bls.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "4GJ7WfRR31lT" }, "source": [ "While no peaks in this BLS periodogram display a power as high as the previous transit signal, there is a definite peak near ~240 days. We can pull out the corresponding period and transit time to check the signal." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 37 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:37.059318Z", "iopub.status.busy": "2023-11-03T14:24:37.059178Z", "iopub.status.idle": "2023-11-03T14:24:37.062400Z", "shell.execute_reply": "2023-11-03T14:24:37.062102Z" }, "executionInfo": { "elapsed": 96253, "status": "ok", "timestamp": 1601412578957, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "YVhdUd32P0Sx", "outputId": "6bae3db5-2a2e-48ba-fb02-a490a85727d2" }, "outputs": [ { "data": { "text/latex": [ "$242.46665 \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "planet_c_period = bls.period_at_max_power\n", "planet_c_t0 = bls.transit_time_at_max_power\n", "planet_c_dur = bls.duration_at_max_power\n", "\n", "# Check the value for period\n", "planet_c_period" ] }, { "cell_type": "markdown", "metadata": { "id": "xbk7G1in4NPm" }, "source": [ "We can again plot the phase-folded light curve to examine the transit." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:37.064019Z", "iopub.status.busy": "2023-11-03T14:24:37.063926Z", "iopub.status.idle": "2023-11-03T14:24:41.627092Z", "shell.execute_reply": "2023-11-03T14:24:41.626790Z" }, "executionInfo": { "elapsed": 102368, "status": "ok", "timestamp": 1601412585079, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "6FKmoM70UOl3", "outputId": "dbba469e-0edb-4f8d-c1b5-be123b256ebe" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = masked_lc.fold(planet_c_period, planet_c_t0).scatter()\n", "masked_lc.fold(planet_c_period, planet_c_t0).bin(.1).plot(ax=ax, c='r', lw=2, \n", " label='Binned Flux')\n", "ax.set_xlim(-5, 5);" ] }, { "cell_type": "markdown", "metadata": { "id": "ebk1C7aa4ctu" }, "source": [ "This signal is lower SNR because there are fewer transits due to the longer period, and the shallower depth implies that the planet is smaller. To help see the transit more clearly, we have overplotted the binned flux, combining consecutive points taken over a span of 0.1 days.\n", "\n", "We have now successfully identified two planets in the same system! We can use the BLS models to visualize the transit timing in the light curve." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:24:41.629183Z", "iopub.status.busy": "2023-11-03T14:24:41.629013Z", "iopub.status.idle": "2023-11-03T14:24:41.636655Z", "shell.execute_reply": "2023-11-03T14:24:41.636381Z" }, "id": "SRngiK4vQNWv" }, "outputs": [], "source": [ "planet_c_model = bls.get_transit_model(period=planet_c_period, \n", " transit_time=planet_c_t0, \n", " duration=planet_c_dur)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:41.638804Z", "iopub.status.busy": "2023-11-03T14:24:41.638662Z", "iopub.status.idle": "2023-11-03T14:24:42.997752Z", "shell.execute_reply": "2023-11-03T14:24:42.997435Z" }, "executionInfo": { "elapsed": 105743, "status": "ok", "timestamp": 1601412588463, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "XEXsEtfHQOE8", "outputId": "5486451f-9f6a-48c4-c7c9-262510efaa00" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.scatter();\n", "planet_b_model.plot(ax=ax, c='dodgerblue', label='Planet b Transit Model');\n", "planet_c_model.plot(ax=ax, c='r', label='Planet c Transit Model');" ] }, { "cell_type": "markdown", "metadata": { "id": "ow66EyEhRZ98" }, "source": [ "## 6. Using the Interactive BLS Periodogram in Lightkurve" ] }, { "cell_type": "markdown", "metadata": { "id": "0UwgAQO45MIR" }, "source": [ "Lightkurve also has a tool that enables you to interactively perform a BLS search. A quick demo of this feature is shown below. \n", "\n", "To use the [LightCurve.interact_bls()](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.interact_bls.html?highlight=lightcurve%20interact_bls#lightkurve.LightCurve.interact_bls) method, zoom in on peaks in the BLS periodogram using the interactive plotting tools. To improve the fit, you can change the transit duration. The phase-folded light curve panel in the top right and the full light curve below it will automatically update to plot the highest power BLS model. The BLS parameters with highest power are noted in the bottom right of the figure." ] }, { "cell_type": "markdown", "metadata": { "id": "q-Xkjz6sKwlx" }, "source": [ "![interact_bls() demo animation](../1-getting-started/interact-screenshots/interact_bls.gif)" ] }, { "cell_type": "markdown", "metadata": { "id": "aG4fgysD_Brp" }, "source": [ "## About this Notebook\n", "\n", "**Authors:** Nicholas Saunders (nksaun@hawaii.edu)\n", "\n", "**Updated On:** 2020-09-28" ] }, { "cell_type": "markdown", "metadata": { "id": "MptPsdBQ_Qju" }, "source": [ "## Citing Lightkurve and Astropy\n", "\n", "If you use `lightkurve` or its dependencies in your published research, please cite the authors. Click the buttons below to copy BibTeX entries to your clipboard." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 151 }, "execution": { "iopub.execute_input": "2023-11-03T14:24:42.999810Z", "iopub.status.busy": "2023-11-03T14:24:42.999694Z", "iopub.status.idle": "2023-11-03T14:24:43.002285Z", "shell.execute_reply": "2023-11-03T14:24:43.002012Z" }, "executionInfo": { "elapsed": 105740, "status": "ok", "timestamp": 1601412588467, "user": { "displayName": "Susan Mullally", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhoAkTlu5JCXqC32438ISJU86DPSZdvoBOLwtOQMfU=s64", "userId": "01921813910966567332" }, "user_tz": 240 }, "id": "1khvwNHx_QDz", "outputId": "1a696184-e00e-4286-8b8b-f8a665305138" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "

\n", " When using Lightkurve, we kindly request that you cite the following packages:\n", "

    \n", "
  • \n", " lightkurve\n", " \n", "
  • \n", "
  • \n", " astropy\n", " \n", "
  • \n", "
  • \n", " astroquery\n", " \n", " — if you are using search_lightcurve() or search_targetpixelfile().\n", "
  • \n", "
  • \n", " tesscut\n", " \n", " — if you are using search_tesscut().\n", "
  • \n", "
\n", "

\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lk.show_citation_instructions()" ] }, { "cell_type": "markdown", "metadata": { "id": "ZhdRVU3B_Zn2" }, "source": [ "\"Space\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Identifying a transiting planet signal in Kepler or TESS light curves", "provenance": [ { "file_id": "https://github.com/KeplerGO/lightkurve/blob/master/docs/source/tutorials/04-how-to-remove-tess-scattered-light-using-regressioncorrector.ipynb", "timestamp": 1599958717967 } ] }, "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }