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@christinahedges
Created June 19, 2018 18:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"from lightkurve import KeplerTargetPixelFile, LightCurve, KeplerLightCurveFile\n",
"from lightkurve.psf_photometry_prototype import *\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading URL https://mast.stsci.edu/api/v0/download/file?uri=mast:Kepler/url/missions/kepler/lightcurves/0047/004760478/kplr004760478-2013098041711_llc.fits to ./mastDownload/Kepler/kplr004760478_lc_Q000011011101110111/kplr004760478-2013098041711_llc.fits ... [Done]\n"
]
}
],
"source": [
"# We will attempt to make a lightcurve for Tabby's star\n",
"tpf = KeplerTargetPixelFile.from_archive('Kepler-1625', quarter=16, quality_bitmask='hard')\n",
"lcf = KeplerLightCurveFile.from_archive('Kepler-1625', quarter=16, quality_bitmask='hard')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/934 [00:00<?, ?it/s]/Users/ch/miniconda3/lib/python3.6/site-packages/scipy/optimize/optimize.py:1928: RuntimeWarning: invalid value encountered in double_scalars\n",
" tmp2 = (x - v) * (fx - fw)\n",
"/Users/ch/miniconda3/lib/python3.6/site-packages/scipy/optimize/optimize.py:1929: RuntimeWarning: invalid value encountered in double_scalars\n",
" p = (x - v) * tmp2 - (x - w) * tmp1\n",
"/Users/ch/miniconda3/lib/python3.6/site-packages/scipy/optimize/optimize.py:1930: RuntimeWarning: invalid value encountered in double_scalars\n",
" tmp2 = 2.0 * (tmp2 - tmp1)\n",
"100%|██████████| 934/934 [00:28<00:00, 33.09it/s]\n"
]
}
],
"source": [
"bgflux = np.nanpercentile(tpf.flux[0], 10)\n",
"maxflux = np.nansum(tpf.flux, axis=(1, 2)).max()\n",
"\n",
"# First, set up a simple scene model with one star and no motion or focus changes\n",
"col, row = np.nanmedian(tpf.centroids(), axis=1)\n",
"star_prior = StarPrior(col=UniformPrior(lb=col-4, ub=col+4),\n",
" row=UniformPrior(lb=row-4, ub=row+4),\n",
" flux=UniformPrior(lb=0, ub=maxflux),\n",
" targetid=tpf.keplerid)\n",
"model = SimpleSceneModel(star_priors=[star_prior],\n",
" background_prior=UniformPrior(lb=0, ub=bgflux),\n",
" prfmodel=tpf.get_prf_model())\n",
"\n",
"# Now make the lightcurve by fitting each cadence\n",
"cadences = np.where((tpf.time > 1490) & (tpf.time < 1510))[0] # this cadence range include the deepest dip\n",
"flux, cols, rows, bkgs = [], [], [], []\n",
"for idx in tqdm(cadences):\n",
" result = model.fit(tpf.flux[idx])\n",
" flux.append(result.stars[0].flux)\n",
" cols.append(result.stars[0].col)\n",
" rows.append(result.stars[0].row)\n",
" bkgs.append(result.background.flux)\n",
"lc = LightCurve(tpf.time[cadences], flux)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'4760478')"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 401
}
},
"output_type": "display_data"
}
],
"source": [
"ax=lcf.PDCSAP_FLUX[cadences].plot(alpha=0.5, label='PDCSAP FLUX', zorder=0)\n",
"lc.plot(ax=ax, alpha=0.8, label='PSF Photometry', zorder=1)\n",
"ax.set_title(lcf.keplerid)"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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