{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TESS example: The decreasing orbital period of WASP-4b\n", "\n", "[Bouma et al. (2019)](http://adsabs.harvard.edu/abs/2019AJ....157..217B). discovered that the TESS-observed transits of WASP-4b occur 81.6 ± 11.7 seconds earliear than what predicted by the ephemeris based on the previous observations. This would correspond to the orbital period decreasing -12.6 milliseconds per year. Here we reproduce the analysis using PyTransit." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sb\n", "\n", "from pathlib import Path\n", "from uncertainties import ufloat\n", "from scipy.stats import norm\n", "\n", "from pytransit.lpf.tesslpf import TESSLPF, fold, downsample_time\n", "from pytransit.param import NormalPrior as NP" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dfile = Path('data/tess2018234235059-s0002-0000000402026209-0121-s_lc.fits')\n", "npop = 150\n", "nlegendre = 1\n", "mcmc_repeats = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the prior ephemeris\n", "\n", "First, we calculate the prior ephemeris using the transit centres from previous research. The table is taken from [Bouma et al. (2019)](http://adsabs.harvard.edu/abs/2019AJ....157..217B), who did the hard work of going through the literature and weeding the reliable estimates from the unreliable ones." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "centers = pd.read_csv('data/wasp_4b_transit_times.csv', sep='\\t', header=0)\n", "c, ccov = polyfit(centers.epoch, centers.time, deg=1, w=1/centers.error, cov=True)\n", "\n", "zero_epoch = ufloat(c[1], sqrt(ccov[1,1]))\n", "period = ufloat(c[0], sqrt(ccov[0,0]))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "residuals = centers.time - poly1d(c)(centers.epoch)\n", "fig, ax = subplots(figsize=(13,4), constrained_layout=True)\n", "ax.errorbar(centers.epoch, 24*residuals, 24*centers.error, fmt='.')\n", "ax.axhline(0, c='k', lw=1, ls='--')\n", "setp(ax, xlabel='Epoch', ylabel='Transit centre residuals [h]');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the Log Posterior function\n", "\n", "### Initialise the log posterior function and set the transit centre and period priors\n", "\n", "We first set a wide normal prior on the transit centre that corresponds to the centre time of the first expected transit in the TESS data, but with uncertainty multiplied by 20 to make sure our prior doesn't dominate the posterior. We also set a wide normal prior on the period centred around the original period estimate, but very wide.\n", "\n", "[Bouma et al. (2019)](http://adsabs.harvard.edu/abs/2019AJ....157..217B) fitted each transit separately with the flux baseline modelled with a linear slope. We also use a linear slope for each transit (by setting `nlegendre = 1`. I also did check whether adding more complexity would make any difference to the analysis, but it didn't really change the outcome.), but model the transits jointly. This is slightly slower than their approach (because of the larger number of free parameters), but generally more robust. Fitting each transit separately takes some seconds per transit, while the joint analysis takes some minutes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "lpf = TESSLPF('WASP-4b', dfile, zero_epoch.n, period.n, nsamples=2, bldur=0.25, nlegendre=nlegendre)\n", "\n", "tn = int(round((lpf.times[0].mean() - lpf.zero_epoch) / period.n))\n", "tc = zero_epoch + tn*period - lpf.bjdrefi\n", "\n", "lpf.set_prior(0, NP(tc.n, 20*tc.s)) # Wide normal prior on the transit center\n", "lpf.set_prior(1, NP(period.n, 1e6*period.s)) # Wide normal prior on the orbital period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Print the model parameters" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 |G| tc [-inf .. inf]\t 1 |G| pr [0.00 .. inf]\t 2 |G| rho [0.00 .. inf]\n", " 3 |G| b [0.00 .. 1.00]\t 4 |P| k2 [0.00 .. 0.56]\t 5 |P| q1_0 [0.00 .. 1.00]\n", " 6 |P| q2_0 [0.00 .. 1.00]\t 7 |L| bli_0 [0.95 .. 1.05]\t 8 |L| bls_0_1 [-0.10 .. 0.10]\n", " 9 |L| bli_1 [0.95 .. 1.05]\t 10 |L| bls_1_1 [-0.10 .. 0.10]\t 11 |L| bli_2 [0.95 .. 1.05]\n", " 12 |L| bls_2_1 [-0.10 .. 0.10]\t 13 |L| bli_3 [0.95 .. 1.05]\t 14 |L| bls_3_1 [-0.10 .. 0.10]\n", " 15 |L| bli_4 [0.95 .. 1.05]\t 16 |L| bls_4_1 [-0.10 .. 0.10]\t 17 |L| bli_5 [0.95 .. 1.05]\n", " 18 |L| bls_5_1 [-0.10 .. 0.10]\t 19 |L| bli_6 [0.95 .. 1.05]\t 20 |L| bls_6_1 [-0.10 .. 0.10]\n", " 21 |L| bli_7 [0.95 .. 1.05]\t 22 |L| bls_7_1 [-0.10 .. 0.10]\t 23 |L| bli_8 [0.95 .. 1.05]\n", " 24 |L| bls_8_1 [-0.10 .. 0.10]\t 25 |L| bli_9 [0.95 .. 1.05]\t 26 |L| bls_9_1 [-0.10 .. 0.10]\n", " 27 |L| bli_10 [0.95 .. 1.05]\t 28 |L| bls_10_1 [-0.10 .. 0.10]\t 29 |L| bli_11 [0.95 .. 1.05]\n", " 30 |L| bls_11_1 [-0.10 .. 0.10]\t 31 |L| bli_12 [0.95 .. 1.05]\t 32 |L| bls_12_1 [-0.10 .. 0.10]\n", " 33 |L| bli_13 [0.95 .. 1.05]\t 34 |L| bls_13_1 [-0.10 .. 0.10]\t 35 |L| bli_14 [0.95 .. 1.05]\n", " 36 |L| bls_14_1 [-0.10 .. 0.10]\t 37 |L| bli_15 [0.95 .. 1.05]\t 38 |L| bls_15_1 [-0.10 .. 0.10]\n", " 39 |L| bli_16 [0.95 .. 1.05]\t 40 |L| bls_16_1 [-0.10 .. 0.10]\t 41 |L| bli_17 [0.95 .. 1.05]\n", " 42 |L| bls_17_1 [-0.10 .. 0.10]\t 43 |L| bli_18 [0.95 .. 1.05]\t 44 |L| bls_18_1 [-0.10 .. 0.10]\n", " 45 |L| bli_19 [0.95 .. 1.05]\t 46 |L| bls_19_1 [-0.10 .. 0.10]\t 47 |L| loge_0 [-4.00 .. 0.00]\n", " 48 |L| loge_1 [-4.00 .. 0.00]\t 49 |L| loge_2 [-4.00 .. 0.00]\t 50 |L| loge_3 [-4.00 .. 0.00]\n", " 51 |L| loge_4 [-4.00 .. 0.00]\t 52 |L| loge_5 [-4.00 .. 0.00]\t 53 |L| loge_6 [-4.00 .. 0.00]\n", " 54 |L| loge_7 [-4.00 .. 0.00]\t 55 |L| loge_8 [-4.00 .. 0.00]\t 56 |L| loge_9 [-4.00 .. 0.00]\n", " 57 |L| loge_10 [-4.00 .. 0.00]\t 58 |L| loge_11 [-4.00 .. 0.00]\t 59 |L| loge_12 [-4.00 .. 0.00]\n", " 60 |L| loge_13 [-4.00 .. 0.00]\t 61 |L| loge_14 [-4.00 .. 0.00]\t 62 |L| loge_15 [-4.00 .. 0.00]\n", " 63 |L| loge_16 [-4.00 .. 0.00]\t 64 |L| loge_17 [-4.00 .. 0.00]\t 65 |L| loge_18 [-4.00 .. 0.00]\n", " 66 |L| loge_19 [-4.00 .. 0.00]\t" ] } ], "source": [ "lpf.print_parameters(columns=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Global optimisation\n", "\n", "We'll start with a global optimisation run to clump the parameter vector population near the global posterior mode and plot the mode.\n", "\n", "This can be done semi-interactively. That is, first run the optimiser (evaluate the cell below) with a small (100-300) number of iterations and plot the folded transit. Then run the optimiser again (re-evaluate the cell below, and the optimiser continues from where it left) and replot the folded transit. After it's clear that the optimiser is converging to a sensible solution, run the optimiser longer (possibly until it stops).\n", "\n", "**Note:** The parameter vector population size `npop` should be at least twice the number of free parameters (`len(lpf.ps)`)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Global optimisation', max=750, style=ProgressStyle(descriptio…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lpf.optimize_global(750, npop=npop)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lpf.plot_folded_transit(ylim=(0.96, 1.02))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MCMC\n", "\n", "### Sample the posterior\n", "We continue with an MCMC run, using the global optimisation population as the MCMC starting population. The MCMC sampling consists of a set of wamp-up runs where each run is started from the parameter vector population of the previous run's last iteration, and the chains from the previous run are discarded." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "392dd74df73d4741be682ff59cf968da", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='MCMC sampling', max=3, style=ProgressStyle(description_width=…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Run 1/3', max=2500, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Run 2/3', max=2500, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Run 3/3', max=2500, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "lpf.sample_mcmc(2500, thin=25, repeats=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis\n", "### Plot the posterior model" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = lpf.plot_individual_transits(ncols=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the posterior transit centre" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "df = lpf.posterior_samples()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(7,4), constrained_layout=True)\n", "d_to_s = 24*60*60\n", "tc_diff = d_to_s*(df.tc-tc.n)\n", "tc_diff_m = median(tc_diff)\n", "x = linspace(- 5*tc.s, 5*tc.s)\n", "ax.plot(d_to_s*x, norm(0, d_to_s*tc.s).pdf(d_to_s*x));\n", "ax.hist(tc_diff, density=True, bins='auto')\n", "ax.axvline(tc_diff_m)\n", "ax.annotate(f'{tc_diff_m:.2f} ± {tc_diff.std():.2f} s', (tc_diff_m, 0.05), ((tc_diff_m+3, 0.05)))\n", "setp(ax, xlabel='Posterior transit centre - prior transit centre [s]', yticks=[])\n", "sb.despine(fig, offset=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The default corner plot\n", "\n", "Everyone likes corner plots, so let's do one for the main parameters." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lpf.plot_basic_posteriors()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "
© 2019 Hannu Parviainen
" ] } ], "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 }