Created
September 17, 2019 17:14
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Quicklook light curve of Tabby's Star in TESS Sector 14" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This notebook utilizes aperture photometry to create a quicklook, background-subtracted light curve of Tabby's Star using TESS Sector 14 data." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Step 1: Download data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"! pip -q install lightkurve # Install the Lightkurve package (https://docs.lightkurve.org)\n", | |
"import lightkurve as lk\n", | |
"tpf = lk.search_tesscut(\"KIC 8462852\").download(cutout_size=10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Step 2: Create a target pixel mask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"target_mask = tpf.create_threshold_mask(threshold=1.5)\n", | |
"tpf.plot(aperture_mask=target_mask);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Step 3: Create a background pixel mask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"background_mask = tpf.pipeline_mask\n", | |
"background_mask[[-1, -2], :] = True\n", | |
"tpf.plot(aperture_mask=background_mask);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Step 4: Extract light curves using aperture photometry" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"lc_target = tpf.to_lightcurve(aperture_mask=target_mask) / target_mask.sum() # normalize by number of pixels used\n", | |
"lc_background = tpf.to_lightcurve(aperture_mask=background_mask) / background_mask.sum()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Step 5: Apply background correction and plot the result" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"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": [ | |
"lc_target.flux = lc_target.flux - lc_background.flux\n", | |
"ax = lc_target.normalize().plot()\n", | |
"ax.set_ylim([0.8, 1.2]);" | |
] | |
} | |
], | |
"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": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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