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@barentsen
Created April 16, 2019 22:39
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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! 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)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1: Download the TESS pixel data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"!pip install -q -U lightkurve # Install the Lightkurve package\n",
"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": 2,
"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": 3,
"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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