{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis Workflow: Spectral Fitting\n", "\n", "The GBM Data Tools has a module designed for spectral fitting. As discussed, GBM data can be prepared and exported for use in XSPEC and other fitting packages. To provide a full experience with GBM data, we also provide a way to fit GBM data by extending and wrapping standard optimizers provided in [scipy](https://docs.scipy.org/doc/scipy/reference/tutorial/optimize.html). In fact, we can pretty easily leverage complicated optimization algorithms that can use imposed bounds and constraints on parameters, and we allow the user to decide if they want to use a more or less complex fitting procedure (of course we have suggestions!). The spectral fitting class can be extended to use various likelihoods, and can even be extended to perform a Bayesian analysis and posterior sampling (although we haven't directly implemented it yet). We don't want to get too much into the weeds here, but we'll briefly mention areas of note as we go along. \n", "\n", "The previous section on export for use in XSPEC was a bit simplified in that we only looked at a single detector for analysis, and typically we'll want to jointly fit multiple detectors that have good viewing of the source. This means that for each detector you're using, you need to multiply all your steps in the previous section by the number of detectors. What a slog! So to help reduce the amount of repetitive work we have to do, we can use the `GbmDetectorCollection` class. If we add our data to this \"collection,\" then we can easily perform operations on all items in the collection. There are great benefits to doing this as we will find out shortly.\n", "\n", "Let's look at CSPEC data this time:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from gbm import test_data_dir\n", "from gbm.data import Cspec, GbmDetectorCollection\n", "\n", "# Load some CSPEC files for a GRB\n", "n0 = Cspec.open(test_data_dir+'/160509374/glg_cspec_n0_bn160509374_v01.pha')\n", "n1 = Cspec.open(test_data_dir+'/160509374/glg_cspec_n1_bn160509374_v01.pha')\n", "b0 = Cspec.open(test_data_dir+'/160509374/glg_cspec_b0_bn160509374_v01.pha')\n", "\n", "# create a collection from the list of our files\n", "cspecs = GbmDetectorCollection.from_list([n0, n1, b0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that you know the general process of fitting the background, selecting the time and energy ranges, and plotting, we'll go ahead and define these ranges here. One thing to note is that we are using both NaI and BGO detectors. That means we need to be using the appropriate energy ranges for the detectors." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# define some time and energy ranges\n", "view_range = (-33.0, 102.0) # zoom in to this time range\n", "bkgd_range = [(-550., -300.), (675., 1000.)] # the background fit ranges\n", "src_range = (14.0, 17.0) # our time selection\n", "erange_nai = (8.0, 900.0) # in keV\n", "erange_bgo = (325, 35000.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's perform our background fits. Second-order polynomials for all of them, unless we decide they need to be adjusted:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from gbm.background import BackgroundFitter\n", "from gbm.background.binned import Polynomial\n", "\n", "# initialize the fitters and add to collection, making sure the collection knows which background\n", "# goes with which detector\n", "backfitters = [BackgroundFitter.from_phaii(cspec, Polynomial, time_ranges=bkgd_range) for cspec in cspecs]\n", "backfitters = GbmDetectorCollection.from_list(backfitters, dets=cspecs.detector())\n", "\n", "# do the fit\n", "backfitters.fit(order=2)\n", "\n", "# interpolate/extrapolate and store in a collection\n", "bkgds = backfitters.interpolate_bins(cspecs.data()[0].tstart, cspecs.data()[0].tstop)\n", "bkgds = GbmDetectorCollection.from_list(bkgds, dets=cspecs.detector())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, we actually just did a lot on a few lines, so let's recap and explain. We created a background fitter for each detector's data and added the fitters to their own collection. We also made sure that we tagged the background fitters to correspond to the correct detectors. This will be vitally important in a minute. So, instead of having to call `backfitter.fit()` for each backfitter, we can call that method on the collection, and it performs the operation on *every item in the collection*. Cool. This works if you have the same arguments to be applied to each item. What if for one detector, you want to fit a 1st-order polynomial? We'd suggest a list comprehension, similar to:\n", "```python\n", "[backfitter.fit(order=poly_order) for backfitter, poly_order in zip(backfitters, poly_orders)]\n", "```\n", "So you can definitely iterate over the collection like a list, but there is a lot of convenience for easily performing the same operation on a collection of data objects.\n", "\n", "After performing the fit, we interpolate each backfitter over an array of times. The array of times we use is actually just the bin times from the first CSPEC file we added to the collection. This is fine because all our data are binned to the same bin edges. Then we add these interpolated backgrounds to their own collection.\n", "\n", "Now we need to apply our selections, especially if we want to make a few plots and not go blindly into dark:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# the lightcurves\n", "data_lcs = cspecs.to_lightcurve(nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "# the energy-integrated background\n", "bkgd_lcs = bkgds.integrate_energy(nai_args=erange_nai, bgo_args=erange_bgo)\n", "# the source time selection\n", "src_lcs = cspecs.to_lightcurve(time_range=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "\n", "# the count spectrum\n", "data_specs = cspecs.to_spectrum(time_range=src_range)\n", "# the time-integrated background\n", "bkgd_specs = bkgds.integrate_time(*src_range)\n", "# the energy selection\n", "src_specs = cspecs.to_spectrum(time_range=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We just massively leveraged the collections to avoid having to write loops or list comprehensions. ***And*** we were able to treat the NaI and BGO energy selections *all in one line* for each set of lightcurves or spectra. Notice the `nai_args`, `nai_kwargs`, and the corresponding bgo arguments? Those allow us to specify arguments and keywords to be passed to either NaI or BGO detectors. Something like the `time_range` is the same for both detector types, so we pass it like a normal keyword as the object method expects, but `energy_range` is detector-type-dependent, since we usually want different energy ranges for the different types of detectors. Can you implement this in a loop over the separate objects instead? Sure, but your code will be at least 2x as long and harder to follow.\n", "\n", "Whew. Now time to plot:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from gbm.plot import Lightcurve, Spectrum\n", "\n", "# Plot the lightcurves with the selections and background fit\n", "lcplots = [Lightcurve(data=data_lc, background=bkgd_lc) for data_lc, bkgd_lc in zip(data_lcs, bkgd_lcs)]\n", "_ = [lcplot.add_selection(src_lc) for lcplot, src_lc in zip(lcplots, src_lcs)]\n", "# zoom in\n", "for lcplot in lcplots:\n", " lcplot.xlim = view_range\n", " \n", "# Plot the spectra with the selections and background fit\n", "specplots = [Spectrum(data=data_spec, background=bkgd_spec) for data_spec, bkgd_spec in zip(data_specs, bkgd_specs)]\n", "_ = [specplot.add_selection(src_spec) for specplot, src_spec in zip(specplots, src_specs)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What you see are the three lightcurves of the three data files, and the three corresponding count spectra. We need to create PHAs and responses similar to the previous workflow. Let's choose to interpolate the responses." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from gbm.data import RSP\n", "phas = cspecs.to_pha(time_ranges=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "\n", "# open responses\n", "rsp1 = RSP.open(test_data_dir+'/160509374/glg_cspec_n0_bn160509374_v00.rsp2')\n", "rsp2 = RSP.open(test_data_dir+'/160509374/glg_cspec_n1_bn160509374_v00.rsp2')\n", "rsp3 = RSP.open(test_data_dir+'/160509374/glg_cspec_b0_bn160509374_v00.rsp2')\n", "rsps = GbmDetectorCollection.from_list([rsp1, rsp2, rsp3])\n", "\n", "# and interpolate response files to get DRMs at center of the source window\n", "rsps_interp = [rsp.interpolate(pha.tcent) for rsp, pha in zip(rsps, phas)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything we've done so far is only slightly more complicated than the previous workflow, but we got the chance to demo working with collections of detectors. If you haven't had fun yet, you will now.\n", "\n", "As mentioned, the spectral fitting class (```SpectralFitter```) is built on top of scipy's optimization algorithms, and therefore you can directly specify which algorithm you want to use and the various arguments/settings that go along with it. Additionally, there are various derived classes of ```SpectralFitter``` that implement a specific likelihood function. For GBM data, you will most likely want to use pgstat (Profile-Gaussian likelihood), and therefore you would use the ```SpectralFitterPgstat``` fitter. There are other likelihoods avaliable, like chi-squared, and of course you can make your own." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from gbm.spectra.fitting import SpectralFitterPgstat\n", "\n", "# we initialize with our PHAs, backgrounds, and responses:\n", "specfitter = SpectralFitterPgstat(phas, bkgds.to_list(), rsps.to_list(), method='TNC')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice the 'TNC' method defined. This is the [Truncated Newton algorithm](https://docs.scipy.org/doc/scipy/reference/optimize.minimize-tnc.html#optimize-minimize-tnc), which performs optimization considering the boundaries and constraints on your parameters.\n", "\n", "Now you need to select a function to fit. A whole tutorial could probably be devoted to the functionality of the functions, but let's make this as simple as possible. The ```gbm.spectra.functions``` module contains a listing of functions with a variety of metadata attached to them. Essentially for each parameter of a function, you can set basic defaults (like in XSPEC), such as the starting guess values for parameters, their min/max bounds, and if they are fixed or free to be fit. This allows them to be used with the more complex algorithms like TNC. What's cool is that you can easily make one of your own functions that inherit all this functionality (pun intended). But let's worry about that later, and import a few standard functions:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# a power law, cut-off power law, and a Band function\n", "from gbm.spectra.functions import PowerLaw, Comptonized, Band\n", "\n", "# instantiate a Band function\n", "band = Band()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily see what the parameter listing is for your function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('A', 'ph/s/cm^2/keV', 'Amplitude'),\n", " ('Epeak', 'keV', 'SED Peak'),\n", " ('alpha', '', 'Low-Energy Photon index'),\n", " ('beta', '', 'High-Energy Photon index'),\n", " ('Epiv', 'keV', 'Pivot energy')]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "band.param_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And similarly, the default values, minimum/maximum allowable values, etc.:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.01, 500.0, -0.5, -2.5, 100.0]\n", "[1e-10, 0.01, -1.9, -10.0, 0.01]\n", "[inf, inf, 20.0, -2.0001, inf]\n" ] } ], "source": [ "print(band.default_values)\n", "print(band.min_values)\n", "print(band.max_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was painless. Now let's fit it. Remember that you can use any of the options and settings for the scipy optimizer you chose. We can also print out some relevant info to make sure the fit succeeded, and if it did, we can quickly access things like the best-fit parameters and parameter uncertainties at the xx% confidence level. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Band Fit:\n", "Converged (|f_n-f_(n-1)| ~= 0)\n", "Parameters: [ 3.06953043e-01 3.13978720e+02 -7.60642875e-01 -2.19161093e+00]\n", "90% Asymm. Errors:\n", " [[3.71213297e-03 3.74687465e-03]\n", " [5.52273992e+00 5.66382428e+00]\n", " [1.53509429e-02 1.57720638e-02]\n", " [5.00633717e-02 4.59141731e-02]]\n", "Pgstat/DoF: 277.3252207934582/358\n" ] } ], "source": [ "print('Band Fit:')\n", "specfitter.fit(band, options={'maxiter': 1000})\n", "\n", "# After the fit has converged, we can query the fitter for lots of info, including the parameters that\n", "# satisfy the maximum likelihood as well as the parameter uncertainties resulting from -2(Delta)LogLike\n", "print(specfitter.message)\n", "print('Parameters: {}'.format(specfitter.parameters))\n", "print('90% Asymm. Errors:\\n {}'.format(specfitter.asymmetric_errors(cl=0.9)))\n", "print('Pgstat/DoF: {}/{}'.format(specfitter.statistic, specfitter.dof))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Hey hey!](https://youtu.be/m7p3kqpiTts?t=1) We've successfully completed our first fit! It converged, and we printed out (in ugly print) the maximum likelihood parameter values and 90% confidence uncertainties, which are calculated from the shape of the likelihood surface. We also output the fit statistic and the fit degrees of freedom.\n", "\n", "This is nice, but as always, a plot is worth a 1000 words. We can use the ```ModelFit``` class from the ```gbm.plot``` module to view the fit:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from gbm.plot import ModelFit\n", "\n", "# initialize with your spectral fitter once the fit is done\n", "modelplot = ModelFit(fitter=specfitter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default view of the model plot shows the fit of the Band function to the count spectrum. The data are converted to upper limits based on the model variances, and that seems to largely happen above a few hundred keV. The residual plot shows an overall decent fit with some minor deviation around the [Iodine K-edge](https://en.wikipedia.org/wiki/K-edge).\n", "\n", "If you're feeling good about your fit, you can also switch views to plot the resulting photon, energy, or $\\nu F_\\nu$ spectrum:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/amgoldst/Desktop/gbm-data-tools/gbm/spectra/fitting.py:567: RuntimeWarning: covariance is not positive-semidefinite.\n", " **kwargs)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter, view='nufnu')\n", "modelplot.ax.grid(which='both')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model plot samples from the covariance matrix to produce a density plot of the spectrum. A word of caution here: you don't always have a valid covariance matrix that is symmetric and positive semi-definite (and will be alerted if this is the case), so you should investigate the parameter posteriors further, perhaps with MCMC or nested sampling.\n", "\n", "You can quickly get the flux for the best-fit parameters using ```band.integrate()``` or produce samples (again using the covariance matrix) using ```specfitter.sample_flux()```:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(73.03416490430172, 1.4720268196516327e-05)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# flux over 10-1000 keV\n", "photon_flux = band.integrate(specfitter.parameters, (10.0, 1000.0)) # photons/s/cm^2\n", "energy_flux = band.integrate(specfitter.parameters, (10.0, 1000.0), energy=True) # erg/s/cm^2\n", "photon_flux, energy_flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can always rerun the fit with a different function if you want. Let's have a little fun and perform a multi-component fit. Another feature of the functions are that you can elegantly add or multiply components into a single model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comp+PL Fit:\n", "Converged (|f_n-f_(n-1)| ~= 0)\n", "Parameters: [ 2.54578195e-01 3.79044937e+02 -8.10083989e-01 1.30777519e-02\n", " -1.36467487e+00]\n", "Pgstat/DoF: 352.50370024792556/357\n" ] } ], "source": [ "# we've defined a new model that is the sum of a Comptonized function and a power law\n", "comp_pl = Comptonized() + PowerLaw()\n", "\n", "# rerun the fit\n", "print('Comp+PL Fit:')\n", "specfitter.fit(comp_pl, options= {'maxiter': 1000})\n", "\n", "print(specfitter.message)\n", "print('Parameters: {}'.format(specfitter.parameters))\n", "print('Pgstat/DoF: {}/{}'.format(specfitter.statistic, specfitter.dof))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool, that fit converged as well. What does the fit look like?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can tell the residuals at < 30 keV are a little worse than for the Band function (and the PG-stat is higher), but at least it let us demo the multi-component functionality. To round it out, let's just take a look at the $\\nu F_\\nu$ spectrum." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/amgoldst/Desktop/gbm-data-tools/gbm/spectra/fitting.py:567: RuntimeWarning: covariance is not positive-semidefinite.\n", " **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter)\n", "# plot 1000 samples instead of the default 100\n", "modelplot.nufnu_spectrum(num_samples=1000)\n", "modelplot.ylim = (0.1, 10000.0)\n", "modelplot.ax.grid(which='both')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, to finish up the workflow, we can save the entire state of the fitter and fit results for later:\n", "```python \n", "specfitter.save('./my_second_fit.npz')\n", "```\n", "This will save everything to a compressed numpy file, which can be loaded at any time with\n", "```python\n", "restored_specfitter = SpectralFitterPgstat.load('./my_second_fit.npz')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This concludes the workflow example for spectral fitting. Continue on for a brief tutorial on the interface to the GBM [Spectral Catalog files](./ScatFiles.ipynb)" ] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }