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@dfm
Created July 29, 2019 12:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = \"retina\"\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"default\")\n",
"plt.rcParams[\"savefig.dpi\"] = 100\n",
"plt.rcParams[\"figure.dpi\"] = 100\n",
"plt.rcParams[\"font.size\"] = 16\n",
"plt.rcParams[\"font.family\"] = \"sans-serif\"\n",
"plt.rcParams[\"font.sans-serif\"] = [\"Liberation Sans\"]\n",
"plt.rcParams[\"mathtext.fontset\"] = \"custom\"\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import lightkurve as lk"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 848.5x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 373,
"width": 731
}
},
"output_type": "display_data"
}
],
"source": [
"# MAST appears to have gone down, but I downloaded it once before it died\n",
"# so I'll used the cached file\n",
"epicid = 211991001\n",
"# lcf = lk.search_lightcurvefile(\"EPIC {0}\".format(epicid), campaign=5)[0].download()\n",
"lcf = lk.KeplerLightCurveFile(os.path.expanduser(\n",
" \"~/.lightkurve-cache/mastDownload/K2/ktwo211991001-c05_lc/ktwo211991001-c05_llc.fits\"))\n",
"lc = lcf.PDCSAP_FLUX.remove_nans().normalize().remove_outliers()\n",
"lc.plot();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 848.5x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 377,
"width": 754
}
},
"output_type": "display_data"
}
],
"source": [
"import astropy.units as u\n",
"pg = lc.to_periodogram(normalization=\"psd\", freq_unit=u.Hz)\n",
"pg.plot()\n",
"plt.yscale(\"log\")\n",
"plt.xscale(\"log\");"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pymc3 as pm\n",
"import theano.tensor as tt\n",
"\n",
"import exoplanet as xo"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"optimizing logp for variables: ['mean']\n",
"message: Optimization terminated successfully.\n",
"logp: -24322.20447763328 -> -24322.201942705386\n",
"optimizing logp for variables: ['logs2']\n",
"message: Optimization terminated successfully.\n",
"logp: -24322.201942705386 -> 10108.01804591798\n",
"optimizing logp for variables: ['logw0', 'loga']\n",
"message: Optimization terminated successfully.\n",
"logp: 10108.01804591798 -> 10884.121710663849\n",
"optimizing logp for variables: ['logw0', 'loga', 'logs2', 'mean']\n",
"message: Desired error not necessarily achieved due to precision loss.\n",
"logp: 10884.121710663849 -> 12192.914389108528\n"
]
}
],
"source": [
"# Make sure that all the data have the right type\n",
"x = np.ascontiguousarray(lc.time, dtype=np.float64)\n",
"y = np.ascontiguousarray(lc.flux - 1, dtype=np.float64)\n",
"yerr = np.ascontiguousarray(lc.flux_err, dtype=np.float64)\n",
"\n",
"# Build the model in PyMC3\n",
"with pm.Model() as gp_model:\n",
" \n",
" # The mean stellar flux (relative to the normalized baseline) in ppm\n",
" mean = pm.Normal(\"mean\", mu=0, sd=np.std(y))\n",
" \n",
" # A jitter term to capture underestimated error bars and model misspecification\n",
" logs2 = pm.Normal(\"logs2\", mu=np.log(np.mean(yerr**2)), sd=10.0)\n",
" \n",
" # Two SHO terms with two parameters each:\n",
" # 1. The amplitude of the variability, and\n",
" # 2. The turnover (angular) frequency in 1/d\n",
" logw_init = np.log(2*np.pi) - np.log([5, 10])\n",
" loga = pm.Normal(\"loga\", mu=np.log(np.var(y)), sd=10.0, shape=2)\n",
" logw0 = pm.Normal(\"logw0\", mu=logw_init, sd=10.0, shape=2)\n",
" logS0 = pm.Deterministic(\"logS0\", loga-logw0+0.5*np.log(2))\n",
" \n",
" kernel = xo.gp.terms.SHOTerm(log_S0=logS0[0], log_w0=logw0[0], Q=1/np.sqrt(2))\n",
" kernel += xo.gp.terms.SHOTerm(log_S0=logS0[1], log_w0=logw0[1], Q=1/np.sqrt(2))\n",
" \n",
" # We put this together and evaluate the GP likelihood\n",
" gp = xo.gp.GP(kernel, x, yerr**2 + tt.exp(logs2))\n",
" pm.Potential(\"loglike\", gp.log_likelihood(y - mean))\n",
" \n",
" # Then we maximize the log posterior to find an estimate of the maximum\n",
" # a posteriori (map) parameters. Note: The order of these optimizations\n",
" # has been chosen to work for this problem using a combination of intution\n",
" # and trial and error.\n",
" gp_map_soln = gp_model.test_point\n",
" gp_map_soln = xo.optimize(gp_map_soln, vars=[mean])\n",
" gp_map_soln = xo.optimize(gp_map_soln, vars=[logs2])\n",
" gp_map_soln = xo.optimize(gp_map_soln, vars=[loga, logw0])\n",
" gp_map_soln = xo.optimize(gp_map_soln)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"with gp_model:\n",
" K = xo.eval_in_model(gp.kernel.value(x[None, :] - x[:, None]), gp_map_soln)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"sim = np.random.multivariate_normal(\n",
" np.zeros_like(y)+gp_map_soln[\"mean\"], K, size=50)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 468,
"width": 597
}
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y, \"k\", lw=0.5, label=\"data\")\n",
"plt.plot(x, sim[0], lw=0.5, label=\"simulation\")\n",
"plt.ylabel(\"relative flux\")\n",
"plt.xlabel(\"time [days]\")\n",
"plt.title(\"EPIC {0}\".format(epicid), fontsize=14)\n",
"plt.legend(fontsize=10);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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