{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "# A look at the shadow of [HD 332231 b](https://ui.adsabs.harvard.edu/abs/2021arXiv211114968K/abstract)\n", "Here we will be using tracit to look at the shadow of HD 332231 b\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we import tracit.\n", "The two run commands are just to setup text rendering in the plots to LaTeX." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tracit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to create two dictionaries:\n", "* `par` in which we specify the values for the parameters, priors, boundaries, etc.\n", "* `dat` in which we give the filenames for our data, and we can also specify the de-trending/noise model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "par = tracit.par_struct(n_planets=1,n_phot=0,n_spec=1)\n", "dat = tracit.dat_struct(n_phot=0,n_rvs=0,n_ls=1,n_sl=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the parameter structure we specified that we have 1 planet in the system, 1 photometric system, and 1 spectroscopic system (RVs, shadow, or slope).\n", "\n", "For the data we also define the number of photometric systems, while we further specify the type of spectroscopic measurements$-$`n_rvs` for RVs, `n_ls` for the shadow (lineshape), or `n_sl` for the subplanetary velocity (slope).\n", "\n", "Here we want to look at the shadow, so we set `n_ls=1`.\n", "\n", "Below we set the path to our shadow data, and give the indices (counting from 0) for the out-of-transit timestamps.\n", "\n", "We also specify a range in the CCF, where there's no bump. In this case, for instance, the bump of the CCF does not extend out to beyond 12 km/s. It's of course important to ensure that the value you give is also inside your velocity grid. This is used to de-trend and estimate the scatter of the CCF." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dat['LS filename_1'] = 'shadow.hdf5' # filename\n", "dat['idxs_1'] = [39,40,41] # The out-of-transit indices\n", "dat['No_bump_1'] = 12 # No bump in the CCF, i.e., from (vel < - 12 km/s) or (vel > 12 km/s)\n", "dat['Velocity_range_1'] = 20 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then initialize the data, and the `business` module." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tracit.ini_data(dat)\n", "tracit.run_bus(par,dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we import some results from a previous run to make a nice plot." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "saved_results = 1 # set to 1 if you want to read in the results instead\n", "if saved_results:\n", " import pandas as pd\n", " rdf = pd.read_csv('results_from_old_fit.csv')\n", " tracit.update_pars(rdf,par,best_fit=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't have results from a previous run, you'll have to set them individually as shown below." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "par['T0_b']['Value'] = 2458729.6940\n", "par['lam_b']['Value'] = 0.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the shadow of HD 332231 b. We do this by calling `plot_shadow`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: divide by zero encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n", "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: invalid value encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using indices [39, 40, 41] as out-of-transit spectra\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tracit.run_exp(1)\n", "tracit.plot_shadow(par,dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also look at the out-of-transit CCFs. Here we'll also look at all the in-transit CCFs after subtracting our average out-of-transit CCF, i.e., the 1D shadow." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: divide by zero encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n", "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: invalid value encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using indices [39, 40, 41] as out-of-transit spectra\n", "## Spectroscopic system 1/Spectrograph\\ 1 ##:\n", "\n", "Reduced chi-squared for the oot CCF is:\n", "\t 12.089\n", "Factor to apply to get a reduced chi-squared around 1.0 is:\n", "\t 3.477\n", "\n", "Number of data points: 31\n", "Number of fitting parameters: 0\n", "#########################\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: divide by zero encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n", "/home/emil/Desktop/PhD/tracit/src/tracit/shady.py:482: RuntimeWarning: invalid value encountered in true_divide\n", " tan = np.exp(-1*np.power(vel_1d/(zeta*y),2))/y\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tracit.plot_oot_ccf(par,dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to fit the shadow you can do as shown below." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "dat['Fit LS_1'] = 1 # whether to fit the shadow or not\n", "par['lam_b']['Prior'] = 'uni'\n", "par['lam_b']['Prior_vals'] = [90,2,-180,180]\n", "par['FPs'] = ['lam_b']\n", "mc = 0\n", "if mc:\n", " ndraws = 1500\n", " nwalkers = 10\n", " nproc = 1\n", " ndf = tracit.mcmc(par,dat,ndraws,nwalkers,nproc=1,corner=True,chains=True,path_to_tracit=path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also take a look at the slope. For that you also need to set the LC to true (for now at least)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [], "source": [ "slope = 0\n", "if slope:\n", " par = tracit.par_struct(n_planets=1,n_phot=1,n_spec=1)\n", " dat = tracit.dat_struct(n_phot=1,n_rvs=0,n_ls=0,n_sl=1)\n", " \n", " dat['LC filename_1'] = 'lc_HD332231.txt'\n", " \n", " import pandas as pd\n", " rdf = pd.read_csv('results_from_old_fit.csv')\n", " tracit.update_pars(rdf,par,best_fit=False) \n", "\n", " par['T0_b']['Value'] = 2458729.6940\n", " par['lam_b']['Value'] = 0.0\n", " \n", " dat['SLs'] = 1\n", " dat['SL filename_1'] = 'shadow.hdf5' # filename\n", " dat['idxs_1'] = [39,40,41] # The out-of-transit indices\n", " dat['No_bump_1'] = 12 # No bump in the CCF, i.e., from (vel < - 12 km/s) or (vel > 12 km/s)\n", " tracit.ini_data(dat)\n", " tracit.run_bus(par,dat)\n", " \n", " tracit.plot_slope(par,dat)\n", " " ] } ], "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": "3.7.11" } }, "nbformat": 4, "nbformat_minor": 4 }