{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Radio Light Curve Module\n", "\n", "**Lecturer:** David Kaplan
\n", "**Jupyter Notebook Authors:** David Kaplan & Cameron Hummels\n", "\n", "This is a Jupyter notebook lesson taken from the GROWTH Summer School 2019. For other lessons and their accompanying lectures, please see: http://growth.caltech.edu/growth-school-2019.html\n", "\n", "## Objective\n", "Produce and analyze radio light curve data, fitting a broken power law to it.\n", "\n", "## Key steps\n", "- Plot the radio light curve\n", "- Determine its spectral index\n", "- Scale the data based on its spectral index\n", "- Fit the data with a power law\n", "- Fit the data with a broken power law with a turnover\n", "\n", "## Required dependencies\n", "\n", "See GROWTH school webpage for detailed instructions on how to install these modules and packages. Nominally, you should be able to install the python modules with `pip install `. The external astromatic packages are easiest installed using package managers (e.g., `rpm`, `apt-get`).\n", "\n", "### Python modules\n", "* python 3\n", "* astropy\n", "* numpy\n", "* scipy\n", "* matplotlib\n", "* emcee\n", "* corner\n", "\n", "### External packages\n", "None" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import emcee\n", "from astropy.io import ascii\n", "import corner\n", "import os\n", "from timeit import default_timer as timer\n", "import matplotlib.colors as colors\n", "import matplotlib.cm as cmx\n", "from scipy.optimize import least_squares, curve_fit\n", "from scipy.stats import f" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def load_data(filename='radio_lightcurve.dat'):\n", " data = ascii.read(filename)\n", " return data\n", "os.chdir('data')\n", "data = load_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make a plot of the radio lightcurve\n", "Make a log-log plot of the flux density as a function of time. Make sure to modularise your code so that we can re-use parts of it later on. For bonus points use different markers for each telescope, and use a colour scale to denote the observation frequency." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_data(ax, sm, data, scaled=False, **kwargs):\n", " telescope_marker_dict = {'VLA':'s', 'ATCA':'o', 'GMRT':'d'}\n", " \n", " \n", " for row in data:\n", " freq = row['frequency']\n", " colorval = sm.to_rgba(freq)\n", " \n", " telescope = row['telescope']\n", " marker = telescope_marker_dict[telescope]\n", " \n", " if scaled:\n", " flux = row['scaled_flux']\n", " rms = row['scaled_rms']\n", " else:\n", " flux = row['flux']\n", " rms = row['rms']\n", " \n", " ax.errorbar(row['delta_t'], flux, rms, linestyle='', marker=marker, c=colorval, **kwargs)\n", " return\n", "\n", "def cmap_setup(cmap='viridis', min_freq=0, max_freq=17):\n", " freq_cmap = plt.cm.get_cmap(cmap)\n", " \n", " cNorm = colors.Normalize(vmin=min_freq, vmax=max_freq)\n", " scalarMap = cmx.ScalarMappable(norm=cNorm, cmap=cmap)\n", " sm = scalarMap\n", " sm._A = []\n", " \n", " return sm \n", " \n", "def make_plot(data, scaled=False, model=None, params=None, tvals=np.arange(10,400), plot_models=False):\n", " fig = plt.figure(figsize=(10,6))\n", " ax = fig.add_subplot(111)\n", " \n", " sm = cmap_setup()\n", " plot_data(ax, sm, data, scaled=scaled)\n", " \n", " cbar = fig.colorbar(sm,fraction=0.046, pad=0.04)\n", " cbar.set_label('Frequency (GHz)')\n", " \n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " \n", " ax.set_xlabel('Time (days)')\n", " if scaled:\n", " ax.set_ylabel('Scaled Flux Density ($\\mu$Jy)')\n", " else:\n", " ax.set_ylabel('Flux Density ($\\mu$Jy)')\n", " \n", " if model:\n", " plot_model(model, params, tvals, ax)\n", " \n", " if plot_models:\n", " plot_physical_models(ax)\n", " \n", " ax.set_xlim(10,300)\n", " \n", "make_plot(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Determining the spectral index\n", "Write a function to take a subset of the data and calculate the spectral index and its uncertainty. Using multi-band observation at 162 days post-merger calculate the spectral index." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def calc_power_law(freq,S0,alpha):\n", " S = S0 * (freq) ** alpha\n", " return S\n", "\n", "def alpha_calc(data):\n", " freqs = data['frequency']\n", " flux = data['flux']\n", " flux_errs = data['rms']\n", " \n", " popt, pcov = curve_fit(calc_power_law, freqs, flux ,sigma=flux_errs, p0=(50,-0.61),absolute_sigma=True)\n", " \n", " alpha = popt[1]\n", " alpha_err = np.sqrt(np.diag(pcov))[1]\n", " \n", " return alpha, alpha_err" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha = -0.6+/-0.1\n" ] } ], "source": [ "sel_data = data[data['delta_t'] == 162.89]\n", "\n", "alpha, alpha_err = alpha_calc(sel_data)\n", "\n", "print(\"alpha = %.1f+/-%.1f\"%(alpha, alpha_err))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scaling the data based on the spectral Index\n", "Write a function to take the observed data and scale it to a specific frequency based on an estimated spectral index. Don't forget to include uncertainties! You should add two columns to your data table called \"scaled_flux\" and \"scaled_rms\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def scale_data(data, alpha, alpha_err, ref_freq=3.0):\n", " f_scale = (ref_freq/data['frequency'])**alpha\n", " rms_scale = np.abs(f_scale*np.log(ref_freq/data['frequency'])*alpha_err)\n", " \n", " scaled_flux = data['flux'] * f_scale\n", " scaled_rms = np.abs(scaled_flux) * np.sqrt((data['rms']/data['flux'])**2 + (rms_scale/f_scale)**2)\n", " \n", " data['scaled_flux'] = scaled_flux\n", " data['scaled_rms'] = scaled_rms\n", " \n", " return data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Modify your plot_data() and make_plot() functions to add a keyword parameter \"scaled\" that is by default False. If scaled=True, plot_data() should plot the scaled data instead of the observed data.\n", "\n", "Scale the data to 3 GHz based on your estimated spectral index and associated uncertainty, then plot the scaled lightcurve" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = scale_data(data, -0.6,0.1)\n", "make_plot(data, scaled=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting the data\n", "We now want to characterise the radio lightcurve. You should be able to see that it initially rises according to a power law, peaks somewhere between 100 and 200 days post-merger and then declines according to a different power law.\n", "\n", "However, when we published the first paper demonstrating evidence of a turnover we only had observations up to 200 days post-merger. We will now determine evidence for a turnover using that subset of data.\n", "\n", "Create a new table called tdata with the data up to 200 days post-merger and plot the data using your make_plot() function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = load_data()\n", "data = scale_data(data, -0.6,0.05)\n", "tdata = data[data['delta_t'] < 200]\n", "\n", "make_plot(tdata, scaled=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fit this data with a \"smoothed broken power law\", which combines two power laws with a smoothing parameter around the break point. One functional form of this is given by\n", "\n", "$S(t) = F_{\\rm peak} \\left[ \\left(\\dfrac{t}{t_{\\rm peak}}\\right)^{-s\\delta_1} + \\left(\\dfrac{t}{t_{\\rm peak}}\\right)^{-s\\delta_2}\\right]^{-1/s}$\n", "\n", "Write a function smooth_broken_power_law() that outputs a smoothed broken power law that also scales based on frequency and spectral index" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def smooth_broken_power_law(t, nu, F_peak, t_peak, delta_1, delta_2, alpha, log_s, nu0=3.0):\n", " s = 10**log_s\n", "\n", " return (nu/nu0)**alpha * F_peak * ((t/t_peak)**(-s*delta_1) + (t/t_peak)**(-s*delta_2))**(-1.0/s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Determining evidence for a turnover\n", "\n", "We now want to fit a smoothed broken power law to our data and see if there is evidence for a turnover in the radio lightcurve. In our paper we do this via a parameter grid-search to minimise $\\chi^2$. \n", "\n", "Here we will perform an MCMC fit using the emcee package, to determine lightcurve parameters and the spectral index of the source. First you will need to write 3 functions that define your Probability, Prior and Likelihood.\n", "\n", "We will use a uniform prior with $\\delta_1>0$ (since we require the lightcurve to initially rise), $0 0.0 and log_s < 3:\n", " return 0.0\n", " \n", " else:\n", " return -np.inf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now write a likelihood function that takes the lightcurve parameters inside the tuple theta, along with the observed data." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def lnlike(theta, t, nu, S, S_err):\n", " F_peak, t_peak, delta_1, delta_2, alpha, log_s = theta\n", "\n", " model = smooth_broken_power_law(t, nu, F_peak, t_peak, delta_1, delta_2, alpha, log_s)\n", " inv_sigma2 = 1.0/S_err**2\n", "\n", " return -0.5*(np.sum((S-model)**2*inv_sigma2 - np.log(inv_sigma2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now write a function to calculate the marginal probability using the lnlike() and lnprior() functions you calculated above" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def lnprob(theta, t, nu, S, S_err):\n", " lp = lnprior(theta)\n", "\n", " if not np.isfinite(lp):\n", " return -np.inf\n", "\n", " return lp + lnlike(theta, t, nu, S, S_err)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now fit the data using the emcee package. The function get_starting_pos() provided below will set up an array of walker starting positions for given lightcurve parameters. Examine the lightcurve and estimate some reasonable values for these parameters and add them to the function.\n", "\n", "Now write a function called run_mcmc() that will load the observed data, take the starting position and then run the emcee Ensemple Sampler. Use a small number of iterations and walkers initially (100/20) to see how long the code takes to run on your laptop. Then increase both parameters to a larger number so that the algorithm takes ~90 seconds to run." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def get_starting_pos(nwalkers, ndim=6):\n", " F_peak = 110\n", " t_peak = 150\n", " delta_1 = 0.8\n", " delta_2 = -2\n", " alpha = -0.6\n", " log_s = 1\n", " \n", " pos = [np.asarray([F_peak, t_peak, delta_1, delta_2, alpha, log_s]) + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n", " \n", " return pos" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def run_mcmc(data, niters=1000, nthreads=1, nwalkers=200, ndim=6):\n", " t = data['delta_t']\n", " nu = data['frequency']\n", " S = data['flux']\n", " S_err = data['rms']\n", " \n", " pos = get_starting_pos(nwalkers, ndim=ndim)\n", " \n", " sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob, args=(t, nu, S, S_err),threads=nthreads)\n", " \n", " start = timer()\n", " sampler.run_mcmc(pos, niters)\n", " end = timer()\n", " \n", " print(\"Computation time: %f s\"%(end-start))\n", " \n", " return sampler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now want to inspect our chain to see if our algorithm has converged to a reasonable solution. First, extract the chain from the sampler, and then write a function to make a figure showing how each walker moves around the parameter space. Your figure should have 6 subplots (1 for each dimension), iteration number on the x-axis and parameter value on the y-axis.\n", "\n", "MCMC algorithms typically use a burn-in phase, where the sampler is moving towards the optimum solution and not yet accurately sampling the parameter space. Add a parameter chain_cut to your function that plots a vertical line at the end of the burn-in." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/growth/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: overflow encountered in power\n", " after removing the cwd from sys.path.\n", "/home/growth/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in power\n", " after removing the cwd from sys.path.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computation time: 68.812542 s\n" ] } ], "source": [ "sampler = run_mcmc(tdata)\n", "chain = sampler.chain" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def make_chain_plot(chain, chain_cut):\n", " niters = chain.shape[1]\n", " ndim = chain.shape[2]\n", "\n", " fig, axes = plt.subplots(ndim,1,sharex=True)\n", " fig.set_size_inches(7, 20)\n", " \n", " param_names = ['$F_{{\\\\rm peak}, 3\\.{\\\\rm GHz}}$', '$t_{{\\\\rm peak}}$','$\\\\delta_1$','$\\\\delta_2$', '$\\\\alpha$', '$\\\\log_{10}(s)$']\n", "\n", " for i, (ax,param_name) in enumerate(zip(axes,param_names)):\n", " ax.plot(chain[:,:,i].T,linestyle='-',color='k',alpha=0.3)\n", " ax.set_ylabel(param_name)\n", " ax.set_xlim(0,niters)\n", " ax.axvline(chain_cut,c='r',linestyle='--')\n", "\n", "chain_cut = 200\n", "\n", "make_chain_plot(chain, chain_cut)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we know that our algorithm is converging, and we know how long the burn-in takes we can begin to estimate parameters. The function below will make a corner plot from the good part of your chain." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "good_chain = chain[:, chain_cut:, :]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Too few points to create valid contours\n", "WARNING:root:Too few points to create valid contours\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def make_corner_plot(good_chain, savefile='corner.png'):\n", " param_names = ['$F_{{\\\\rm peak}, 3\\.{\\\\rm GHz}}$', '$t_{{\\\\rm peak}}$','$\\\\delta_1$','$\\\\delta_2$', '$\\\\alpha$', '$\\\\log_{10}(s)$']\n", " ndim = good_chain.shape[2]\n", " \n", " fig = corner.corner(good_chain.reshape((-1, ndim)), labels=param_names, quantiles=[0.16, 0.5, 0.84], show_titles=True)\n", " plt.savefig(savefile)\n", "\n", "make_corner_plot(good_chain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function below will then extract the median and uncertainty (1 standard deviation) from the chain." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def get_best_params(chain):\n", " ndim = chain.shape[2]\n", " \n", " chain = chain.reshape((-1, ndim))\n", " vals = map(lambda v: (v[1], v[2]-v[1], v[1]-v[0]), zip(*np.percentile(chain, [16, 50, 84],axis=0)))\n", " \n", " param_names = ['F_peak', 't_peak', 'delta_1', 'delta_2', 'alpha', 'log_s']\n", " \n", " param_dict = dict(zip(param_names,vals))\n", " \n", " return param_dict\n", " \n", " \n", "best_params = get_best_params(good_chain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now write a function, calc_chi2(), that will calculate the $\\chi^2$ for the fit. We will use this later to compare different lightcurve models" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "56.814014737899925\n" ] } ], "source": [ "def calc_chi2(best_params, param_names, model, data, nu0=3.0):\n", " args = []\n", " for param in param_names:\n", " val = best_params[param][0]\n", " args.append(val)\n", "\n", " best_fit = model(data['delta_t'], nu0, *args)\n", " \n", " chi2 = np.sum((best_fit-data['scaled_flux'])**2/data['scaled_rms']**2)\n", " \n", " return chi2\n", "\n", "param_names = ['F_peak', 't_peak', 'delta_1', 'delta_2', 'alpha', 'log_s']\n", "\n", "chi2_best = calc_chi2(best_params, param_names, smooth_broken_power_law, tdata)\n", "print(chi2_best)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now plot our best fit on top of the observational data.\n", "\n", "Write a function plot_model() that takes in a function that calculates the model fit (in this case, our smooth_broken_power_law function), the best parameters, an array of values to plot the model for and a matplotlib axis to plot it on. Modify your make_plot function to take in an optional argument for the model to plot. If the model is supplied your make_plot() function should call your plot_model() function." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_model(model, params, tvals, ax):\n", " best_fit = model(tvals, 3.0, *params)\n", " \n", " ax.plot(tvals,best_fit,marker='',linestyle='-',c='k',linewidth=1.5,zorder=0)\n", "\n", " return\n", "\n", "args = []\n", "for param in param_names:\n", " val = best_params[param][0]\n", " args.append(val)\n", "\n", "plotting_data = scale_data(tdata, best_params['alpha'][0],np.max(best_params['alpha'][1:])) \n", " \n", "make_plot(plotting_data,scaled=True,model=smooth_broken_power_law,params=args, plot_models=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But how do we know that the lightcurve has definitely turned over?\n", "\n", "We can perform a similar process as above to fit a standard power law to our data and then use an F-test to determine which model (turnover or no turnover) provides the best fit. We have provided a power_law() function that calculates the a power-law fit to the data. Now write a series of functions to perform an MCMC fit using a standard power law; lnprior_noturnover(), lnlike_noturnover(), lnprob_noturnover(), get_starting_pos_noturnover(), run_mcmc_noturnover()." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def power_law(t, nu, F0, delta_1, alpha, nu0=3.0):\n", " return (nu/nu0)**alpha * F0 * t**delta_1\n", "\n", "def lnprior_noturnover(theta):\n", " F0, delta_1, alpha = theta\n", "\n", " if delta_1 > 0.0:\n", " return 0.0\n", " \n", " else:\n", " return -np.inf\n", " \n", "def lnlike_noturnover(theta, t, nu, S, S_err):\n", " F0, delta_1, alpha = theta\n", "\n", " model = power_law(t, nu, F0, delta_1, alpha)\n", " inv_sigma2 = 1.0/S_err**2\n", "\n", " return -0.5*(np.sum((S-model)**2*inv_sigma2 - np.log(inv_sigma2)))\n", "\n", "def lnprob_noturnover(theta, t, nu, S, S_err):\n", " lp = lnprior_noturnover(theta)\n", "\n", " if not np.isfinite(lp):\n", " return -np.inf\n", "\n", " return lp + lnlike_noturnover(theta, t, nu, S, S_err)\n", "\n", "def get_starting_pos_noturnover(nwalkers, ndim=6):\n", " F0 = 10\n", " delta_1 = 0.8\n", " alpha = -0.6\n", " \n", " pos = [np.asarray([F0, delta_1, alpha]) + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n", " \n", " return pos\n", "\n", "def run_mcmc_noturnover(data, niters=1000, nthreads=1, nwalkers=200, ndim=3):\n", " t = data['delta_t']\n", " nu = data['frequency']\n", " S = data['flux']\n", " S_err = data['rms']\n", " \n", " pos = get_starting_pos_noturnover(nwalkers, ndim=ndim)\n", " \n", " sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob_noturnover, args=(t, nu, S, S_err),threads=nthreads)\n", " \n", " start = timer()\n", " sampler.run_mcmc(pos, niters)\n", " end = timer()\n", " \n", " print(\"Computation time: %f s\"%(end-start))\n", " \n", " return sampler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now run the sampler for the standard power law fit and write a function to plot the chains and calculate the length of the burn-in." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computation time: 49.340904 s\n" ] } ], "source": [ "sampler_noturnover = run_mcmc_noturnover(tdata)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def make_chain_plot_noturnover(chain, chain_cut):\n", " niters = chain.shape[1]\n", " ndim = chain.shape[2]\n", "\n", " fig, axes = plt.subplots(ndim,1,sharex=True)\n", " fig.set_size_inches(7, 10)\n", " \n", " param_names = ['$F_{0}, 3\\.{\\\\rm GHz}}$','$\\\\delta_1$', '$\\\\alpha$']\n", "\n", " for i, (ax,param_name) in enumerate(zip(axes,param_names)):\n", " ax.plot(chain[:,:,i].T,linestyle='-',color='k',alpha=0.3)\n", " ax.set_ylabel(param_name)\n", " ax.set_xlim(0,niters)\n", " ax.axvline(chain_cut,c='r',linestyle='--')\n", "\n", "chain_noturnover = sampler_noturnover.chain\n", "chain_cut_nt = 200\n", "\n", "make_chain_plot_noturnover(chain_noturnover, chain_cut)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a corner plot for the standard power law fit" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def make_corner_plot_noturnover(good_chain, savefile='corner.png'):\n", " param_names = ['$F_{0, 3\\.{\\\\rm GHz}}$', '$\\\\delta_1$', '$\\\\alpha$']\n", " ndim = good_chain.shape[2]\n", " \n", " fig = corner.corner(good_chain.reshape((-1, ndim)), quantiles=[0.16, 0.5, 0.84], labels=param_names, show_titles=True)\n", " plt.savefig(savefile)\n", "\n", "good_chain_nt = chain_noturnover[:, chain_cut_nt:, :]\n", "\n", "make_corner_plot_noturnover(good_chain_nt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do the values of $\\delta_1$ and $\\alpha$ compare to the previous fit. How does the calculated radio spectral index compare to the joint X-ray/radio spectral index ($\\alpha=-0.585\\pm 0.005$)?\n", "\n", "Now write a function to get the best parameters for the standard power law fit." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def get_best_params_noturnover(chain):\n", " ndim = chain.shape[2]\n", " \n", " chain = chain.reshape((-1, ndim))\n", " vals = map(lambda v: (v[1], v[2]-v[1], v[1]-v[0]), zip(*np.percentile(chain, [16, 50, 84],axis=0)))\n", " \n", " param_names = ['F0', 'delta_1', 'alpha']\n", " \n", " param_dict = dict(zip(param_names,vals))\n", " \n", " return param_dict\n", " \n", " \n", "best_params_nt = get_best_params_noturnover(good_chain_nt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the best parameters for the standard power law fit we can plot it over our data. Don't forget to scale the data based on the calculated best-fit spectral index!" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "param_names_nt = ['F0', 'delta_1', 'alpha']\n", "args_nt = []\n", "for param in param_names_nt:\n", " val = best_params_nt[param][0]\n", " args_nt.append(val)\n", " \n", "\n", "\n", "plotting_data_nt = scale_data(tdata, best_params_nt['alpha'][0],np.max(best_params_nt['alpha'][1:])) \n", " \n", "make_plot(plotting_data_nt,scaled=True,model=power_law,params=args_nt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the $\\chi^2$ for the standard power law fit. We will then use this, and the previously calculated $\\chi^2$ to perform an F-test and determine which model we prefer." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "123.21540973650792\n" ] } ], "source": [ "chi2_nt = calc_chi2(best_params_nt, ['F0', 'delta_1', 'alpha'], power_law, tdata)\n", "print(chi2_nt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An [F-test](https://en.wikipedia.org/wiki/F-test) is a generalised test that can be used to compare statistical models. In particular, it is useful when comparing two models where one is a restricted form of the other. Write a function calculate_ftest that calculates the F statistic for our two fits and then calculates the corresponding p-value. Hint: We have already imported the [scipy.stats F-distribution model](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f.html), and we can access the cumulative distribution function using f.cdf()." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0025454121613127656" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def calculate_ftest(chi2_t, p_t, chi2_nt, p_nt, n):\n", " F = ((chi2_nt-chi2_t)/chi2_t) * (n-p_t)/(p_t-p_nt)\n", " \n", " pval = f.cdf(F, p_nt, p_t)\n", " \n", " return 1-pval\n", "\n", "n = len(tdata)\n", "p_t = 6\n", "p_nt = 3\n", "\n", "calculate_ftest(chi2_best, p_t, chi2_nt, p_nt, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which model is preferred? With what confidence can we say that we prefer one model over the other?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Determining Lightcurve Parameters\n", "We're now going to use the full radio lightcurve to determine the best fitting parameters for the smooth broken power law. Load the full dataset and pass it to your previous run_mcmc() function." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/growth/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: overflow encountered in power\n", " after removing the cwd from sys.path.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computation time: 66.691527 s\n" ] } ], "source": [ "data = load_data()\n", "\n", "full_sampler = run_mcmc(data)\n", "full_chain = full_sampler.chain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the chain and estimate the burn-in length" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_chain_cut = 200\n", "\n", "make_chain_plot(full_chain, full_chain_cut)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a corner plot" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "good_full_chain = full_chain[:, full_chain_cut:, :]\n", "make_corner_plot(good_full_chain, savefile='corner_fulldata.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the best parameters and the $\\chi^2$ for the best fit." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "76.25753525486451\n" ] } ], "source": [ "full_params = get_best_params(good_full_chain)\n", "plotting_data = scale_data(data, full_params['alpha'][0],np.max(full_params['alpha'][1:]))\n", "\n", "chi2_full = calc_chi2(full_params, param_names, smooth_broken_power_law, plotting_data)\n", "\n", "print(chi2_full)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot the full lightcurve. A physically motivated model of a relativistic jet and cocoon of ejecta can also be overplotted by using passing \"plot_models=True\" to the make_plot function." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_args = []\n", "\n", "for param in param_names:\n", " val = full_params[param][0]\n", " full_args.append(val)\n", " \n", "make_plot(plotting_data,scaled=True,model=smooth_broken_power_law,params=full_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now write a function to plot the best fitting model for the 3 GHz data and call it from your make_plot() function when you pass plot_models=True" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def plot_physical_models(ax, fname='jet_cocoon_contribution.txt'):\n", " data = ascii.read(fname)\n", " \n", " ax.plot(data['t'], data['cocoon']+data['jet'], label='Narrow Jet + Cocoon', c='r', linestyle='--')\n", " \n", " return ax" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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