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@barentsen
Created April 16, 2019 22:46
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Recover the first Earth-sized planet discovered by TESS using Python\n",
"\n",
"Earlier today, [NASA announced](https://www.nasa.gov/feature/goddard/2019/nasa-s-tess-discovers-its-first-earth-size-planet) that the [Transiting Exoplanet Survey Satellite](https://tess.mit.edu/) (TESS) has discovered its first Earth-size world! (See [Dragomir et al. 2019](https://arxiv.org/abs/1901.00051).)\n",
"\n",
"This Python notebook shows you how you can recover the transit of the planet, named HD 21749c, in three easy steps using an open source tool called [Lightkurve](https://docs.lightkurve.org), which can be installed as follows:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"!pip install -q -U lightkurve[all] # Install the Lightkurve package"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1: Download the TESS pixel data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import lightkurve as lk\n",
"pixelfiles = lk.search_targetpixelfile(\"HD 21749\").download_all() # Download the TESS pixel data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 2: Extract and concatenate the light curves"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sector_lightcurves = [tpf.to_corrector(\"pld\").correct(aperture_mask=tpf.create_threshold_mask(2), gp_timescale=400) for tpf in pixelfiles]\n",
"lc = sector_lightcurves[0]\n",
"for sector in sector_lightcurves[1:]:\n",
" lc = lc.append(sector)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 3: Fold the light curve and plot the planet"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 848.5x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"folded_lc = lc.flatten(window_length=401, break_tolerance=50).fold(period=7.78993, t0=1371.2287)\n",
"ax = folded_lc.errorbar(alpha=0.1, label='HD21749 c')\n",
"folded_lc.scatter(alpha=0.2, ax=ax)\n",
"folded_lc.bin(20).errorbar(c='r', ax=ax, label='HD21749 c, binned')\n",
"ax.set_xlim(-0.04, 0.04)\n",
"ax.set_ylim(0.999, 1.001);"
]
}
],
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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