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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c0bbfab2-238f-4539-9a51-d6cb46fc067d", | ||
"metadata": {}, | ||
"source": [ | ||
"# Short cadence observations of HAT-P-7 b\n", | ||
"\n", | ||
"HAT-P-7 b ([Pál et al. 2008](https://ui.adsabs.harvard.edu/abs/2008ApJ...680.1450P/abstract)) is a hot Jupiter orbiting a bright F6V host in the Kepler field. Let's take a look at short cadence (one-minute) Kepler observations from the first three Kepler quarters to see the secondary eclipse of the planet, when the planet's flux disappears as the planet is eclipsed by the host star.\n", | ||
"\n", | ||
"First we download the observations with `lightkurve`:" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "3c6f5e23-f9d9-4577-b012-4f138f722e9a", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"import astropy.units as u\n", | ||
"from astropy.time import Time\n", | ||
"from lightkurve import search_lightcurve\n", | ||
"\n", | ||
"from lcviz import LCviz\n", | ||
"\n", | ||
"# Download three quarters of short cadence observations from Kepler:\n", | ||
"lc = search_lightcurve(\n", | ||
" target=\"HAT-P-7\", \n", | ||
" mission=\"Kepler\", \n", | ||
" quarter=[1, 2, 3], \n", | ||
" cadence=\"short\", \n", | ||
" author=\"Kepler\"\n", | ||
").download_all().stitch(\n", | ||
" # stitch together the quarters after normalizing each one:\n", | ||
" lambda x: x.normalize()\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "74d491b0-b59f-43bb-b24b-ba530d1185bb", | ||
"metadata": {}, | ||
"source": [ | ||
"Now we'll start `LCviz`:" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "17261527-c741-4cc7-a08c-4df10a9daef6", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"lcviz = LCviz()\n", | ||
"lcviz.show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "210a6609-1a6c-42d0-81e3-696492a79e11", | ||
"metadata": {}, | ||
"source": [ | ||
"Now load the data. This takes a moment because there are nearly 300,000 observations in the light curve:" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "81ace88e-9d18-4b81-9634-cfbfac8983ce", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"lcviz.load_data(lc)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "46809b2d-1ef3-4eb6-9b13-69e91469e5ee", | ||
"metadata": {}, | ||
"source": [ | ||
"Now let's phase-fold the observations with the ephemeris of the planet using the `Ephemeris` plugin:" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "2eec0609-f242-41d0-bc06-4a28177d541f", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"# planet parameters from Morris et al. 2013:\n", | ||
"# https://ui.adsabs.harvard.edu/abs/2013ApJ...764L..22M/abstract\n", | ||
"\n", | ||
"time_coordinates = lcviz.app.data_collection[0].coords\n", | ||
"reference_time = time_coordinates.reference_time\n", | ||
"\n", | ||
"period = 2.204737 # days\n", | ||
"epoch = Time(2454954.357463, format='jd')\n", | ||
"\n", | ||
"# phase-fold the transit light curve in an ephemeris viewer:\n", | ||
"eph = lcviz.plugins['Ephemeris']\n", | ||
"eph.period = period\n", | ||
"eph.t0 = (\n", | ||
" (epoch - reference_time).to_value(time_coordinates.unit) % eph.period\n", | ||
")\n", | ||
"\n", | ||
"# offset the wrapping phase so the transit (at phase 0) displays at center\n", | ||
"eph.wrap_at = 1" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c9b2bfe4-6b36-4fc6-bced-fb6062c35cf2", | ||
"metadata": {}, | ||
"source": [ | ||
"We can easily see the secondary eclipse if we bin the phased observations with the `Binning` plugin, and adjust the axes:" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "0d97cbfa-162b-4204-80ec-fbe0c6dc8fab", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"binning = lcviz.plugins['Binning']\n", | ||
"binning.n_bins = 150\n", | ||
"binning.keep_active = True\n", | ||
"binning.ephemeris = 'default'\n", | ||
"\n", | ||
"viewer = lcviz.app.get_viewer('flux-vs-phase:default')\n", | ||
"viewer.state.y_min = 0.9995\n", | ||
"viewer.state.y_max = 1.0005" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.11.4" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |