{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spectroscopy with XGA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial will show you how to perform basic spectroscopic analyses on XGA sources, starting with how to generate spectra for a source using the SAS interface. Once I have demonstrated how to generate the spectra for a source, I will show how we can use the XSPEC interface to fit a model to the data, and then how we can retrieve the fit results.\n", "\n", "I will also demonstrate the use of the spectrum product view method, to produce visualisations of spectra roughly equivalent to those that XSPEC produces. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from astropy.units import Quantity\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from xga.samples import ClusterSample\n", "from xga.sources import PointSource\n", "from xga.sas import evselect_spectrum\n", "from xga.xspec import single_temp_apec, power_law" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I need to define some sources to help demonstrate, and I've chosen to define both a sample of galaxy clusters (to demonstrate fitting a standard absorbed plasma emission model), and a point source (representing a quasar) to demonstrate the fitting of a redshift dependant absorbed power law).\n", "\n", "Again I've chosen four clusters from the XCS-SDSS sample:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Declaring BaseSource Sample: 100%|██████████| 4/4 [00:01<00:00, 2.89it/s]\n", "Generating products of type(s) ccf: 100%|██████████| 4/4 [00:13<00:00, 3.27s/it]\n", "Generating products of type(s) image: 100%|██████████| 4/4 [00:00<00:00, 7.78it/s]\n", "Generating products of type(s) expmap: 100%|██████████| 4/4 [00:00<00:00, 8.28it/s]\n", "Setting up Galaxy Clusters: 100%|██████████| 4/4 [00:03<00:00, 1.26it/s]\n" ] } ], "source": [ "# Setting up the column names and numpy array that go into the Pandas dataframe\n", "column_names = ['name', 'ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']\n", "cluster_data = np.array([['XCSSDSS-124', 0.80057775, -6.0918182, 0.251, 1220.11, 1777.06, 109.55, 4.49],\n", " ['XCSSDSS-2789', 0.95553986, 2.068019, 0.11, 1039.14, 1519.79, 38.90, 2.83],\n", " ['XCSSDSS-290', 2.7226392, 29.161021, 0.338, 935.58, 1359.37, 105.10, 5.99],\n", " ['XCSSDSS-134', 4.9083898, 3.6098177, 0.273, 1157.04, 1684.15, 108.60, 4.79]])\n", "\n", "# Possibly I'm overcomplicating this by making it into a dataframe, but it is an excellent data structure,\n", "# and one that is very commonly used in my own analyses.\n", "sample_df = pd.DataFrame(data=cluster_data, columns=column_names)\n", "sample_df[['ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']] = \\\n", " sample_df[['ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']].astype(float)\n", "\n", "# Defining the sample of four XCS-SDSS galaxy clusters\n", "demo_smp = ClusterSample(sample_df[\"ra\"].values, sample_df[\"dec\"].values, sample_df[\"z\"].values, \n", " sample_df[\"name\"].values, r200=Quantity(sample_df[\"r200\"].values, \"kpc\"),\n", " r500=Quantity(sample_df[\"r500\"].values, 'kpc'), richness=sample_df['richness'].values, \n", " richness_err=sample_df['richness_err'].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I'm defining a point source object for a quasar at z~0.9, this object has no particular interest or significance (at least not to me), but it will be used to demonstrate the fitting of a powerlaw by XSPEC:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating products of type(s) ccf: 100%|██████████| 1/1 [00:08<00:00, 8.86s/it]\n" ] } ], "source": [ "demo_src = PointSource(182.2416, 45.67667, 0.9254, name='PG1206+459')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating spectra for our sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is just as simple to generate spectra (both for sample objects and source objects) as it is to generate the photometric products that we used in the last tutorial. The primary extra information required by evselect_spectrum is a region in which to generate the spectra, for a galaxy cluster it might be an overdensity radius (like R$_{200}$ for instance), for a point source we would use the 'point' region, as defined on point source initilisation with the ``point_radius`` keyword argument.\n", "\n", "You can also set the level of grouping that you want to be applied to the spectrum (by the XMM SAS routine specgroup), using the ``min_counts``, ``min_sn``, and ``over_sample`` keyword arguments.\n", "\n", "If the ``one_rmf`` keyword argument is set to True (as is the default) then only one RMF per ObsID-instrument combo will be generated, and will be used by any future spectrum generation for the ObsID-instrument combo. RMFs do change slightly with position on detector, but are also very computationally expensive to produce (relative to the other spectrum generation tasks), as such this is an acceptable compromise." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating products of type(s) spectrum: 100%|██████████| 3/3 [01:46<00:00, 35.44s/it]\n", "Generating products of type(s) spectrum: 100%|██████████| 12/12 [54:54<00:00, 274.52s/it] \n" ] } ], "source": [ "# For the quasar, we want to use the point region type\n", "demo_src = evselect_spectrum(demo_src, 'point')\n", "\n", "# Whereas for my sample of clusters I've decided I want to use the R500 regions\n", "demo_smp = evselect_spectrum(demo_smp, 'r500')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating core-excised spectra for our galaxy clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is not unusual to want to measure quantities from spectra where the core of the galaxy cluster in question has been removed, though I will not go into the reasons for that here. It is not difficult to generate spectra like this in XGA, you simply pass an inner radius (that by default is set to zero), when calling evselect_spectrum:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating products of type(s) spectrum: 100%|██████████| 12/12 [38:22<00:00, 191.84s/it]\n" ] } ], "source": [ "demo_smp = evselect_spectrum(demo_smp, demo_smp.r500, demo_smp.r500*0.15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A note on ARF generation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Auxiliary Response File (ARF), is an extremely important product which describes the change of the effective area of the telescope with energy, something that must be understood to try and recover the spectrum that was actually emitted by the object rather than the one that was recieved by the telescope. Calculating the ARF is a fairly complex process which, for XMM, is fully described in the [SAS documentation](http://xmm-tools.cosmos.esa.int/external/sas/current/doc/arfgen/), and as such the SAS *arfgen* procedure has numerous configuration options for the user to set.\n", "\n", "XGA chooses to generate ARFs in two different ways, depending on whether the source being analysed is extended or point-like. For extended sources we generate a 'detector map', which is essentially an image of the source in detector coordinates, and acts to weight the calculation of the ARF curve by the emission of the source. For point sources this is not valid or necessary, so we do not use a detector map, and we set the `extendedsource` argument to False.\n", "\n", "The use of the detector map to weight ARF generation for extended sources does extend the runtime, so do not be surprised if generating many spectra takes hours." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How do the XSPEC fits work?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As XGA finds all available data relevant to a given source, we would ideally perform a model fit using every single spectrum that we generate, in order to get the best constraints. Unfortunately, we find that it is not always wise to use every single spectrum available, as if one or more are low quality, they can drag the whole fit down with them. \n", "\n", "As such we implemented a cleaning stage, almost identical to that used in the existing XCS luminosity-temperature pipeline, where (optionally) XSPEC fits can be performed on all of the spectra individually, and if certain quality requirements aren't met then that spectrum won't be included in the final, simultaneous, fit. More information about the default quality checks for the [single_temp_apec](../../xga.xspec.fit.html#xga.xspec.fit.general.single_temp_apec) function can be found in the documentation, and the checks can be disabled by setting `spectrum_checking=False`. The [power_law](../../xga.xspec.fit.html#xga.xspec.fit.general.power_law) function does not currently have any spectrum checking mechanism." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I have written a general XSPEC fitting script that in theory can deal with any model setup, and which is populated by XGA before being run for a specific source. Then the fit, luminosity, and plotting values are extracted and read into XGA. We simultaneously fit all valid spectra with the same model, making sure to link the key parameters so that the values are the result of minimising the difference of a single model to all the data.\n", "\n", "Just as when we generate SAS products, this process runs in parallel, with four different source fits all being executed on different cores (for example), this is especially useful when analysing large samples of objects." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default models implemented in XGA (an absorbed plasma model, and an absorbed powerlaw) both have an extra multiplicative constant, which helps us to deal with the different normalisations of spectra from different instruments and observations. The normalisations of all the spectra are linked, then the constant of the first spectrum in the dataset is frozen at 1, and all other constants are allowed to vary freely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting models to our sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the quasar I've chosen a powerlaw, rather than any more complex model; there are two types of power law available to fit in the XGA XSPEC interface, an absorbed redshift dependant powerlaw (constant\\*tbabs\\*zpowerlw), and an absorbed redshift independent powerlaw (constant\\*tbabs\\*powerlaw). You can choose which model to fit using the ``redshifted`` keyword argument when power_law (imported from xga.xspec) is called, though of course only sources with redshift information are allowed to use the zpowerlw version.\n", "\n", "For those sources which have redshift information, luminosity values will always be calculated after a fit is performed. A call to an XGA XSPEC function allows you to choose which energy band to calculate the luminosity in (the defaults are between 0.5-2.0keV and between 0.01-100keV).\n", "\n", "The user may also choose a photon index to use as the start value for the XSPEC fit, using the ``start_pho_index`` parameter. The energy range of the data that is to be fit to can be selected with the ``lo_en`` and ``hi_en`` parameters, but passing Astropy quantities (the default range is 0.3-7.9keV). The hydrogen column value is taken from the source object and is (by default) frozen during the fit, this behaviour can be changed with the ``freeze_nh`` keyword argument." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running XSPEC Fits: 100%|██████████| 1/1 [00:00<00:00, 1.28it/s]\n" ] } ], "source": [ "demo_src = power_law(demo_src, 'point', redshifted=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model I have chosen to fit my clusters with is an absorbed APEC plasma emission model (constant\\*tbabs\\*apec), and the options you can pass into the function call are very similar to those of power_law. Start values for the temperature and metallicity of the plasma may be passed, along with parameters which will cause the nH and metallicity values to be frozen or unfrozen during the fit process:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running XSPEC Fits: 100%|██████████| 4/4 [00:16<00:00, 4.16s/it]\n" ] } ], "source": [ "demo_smp = single_temp_apec(demo_smp, 'r500')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seeing as I generated core-excised spectra for these galaxy clusters earlier, I will also fit the same model to those. It is worth noting here that if I hadn't already generated those core-excised spectra then this convenience function would have noticed that and generated them for me:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running XSPEC Fits: 100%|██████████| 4/4 [00:20<00:00, 5.11s/it]\n" ] } ], "source": [ "demo_smp = single_temp_apec(demo_smp, demo_smp.r500, demo_smp.r500*0.15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving fits to disk and loading them in again" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit results are always saved to disk, and reside in the 'XSPEC' sub-directory of the 'xga_save_path' that is set in the configuration file. There they will be saved in another sub-directory with the name of the source in question.\n", "\n", "If you decide to declare the same source again after you have already run a fit on it, you can choose to load the old fit in by setting the ``load_fits`` keyword argument to True on declaration of the source object. By default this is False however." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Viewing fitted spectra" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Its just as easy to visualise a spectrum as it is to visualise the photometric products we explored in the last tutorial. We simply use the view() method on a spectrum object and a data + model plot will be shown:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Cycle through the spectra for the quasar and call their view methods\n", "for sp in demo_src.get_spectra('point'):\n", " sp.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We do the same thing for the last cluster in our sample (XCSSDSS-134), both for the normal R$_{500}$ and core-excised spectra:\n" ] }, { "cell_type": "code", "execution_count": 10, "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Going through the R500 spectra\n", "for sp in demo_smp[3].get_spectra('r500'):\n", " sp.view()\n", "print('\\n\\n\\n')\n", "\n", "# Going through the core-excised spectra\n", "for sp in demo_smp[3].get_spectra(demo_smp[3].r500, inner_radius=demo_smp[3].r500*0.15):\n", " sp.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## General retrieval of fit parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have performed a fit, we will almost certainly want to know what the values of the fit parameters (as well as the uncertainties on those parameters). It is a simple matter to retrieve these fit values, you only need to supply the name of the model and the region the fit was run on. \n", "\n", "This information is passed into the 'get_results' method of a source object, and a dictionary of parameter values + uncertainties will be returned. For the quasar we have analysed as an example, the 'PhoIndex' entry is a numpy array with three values, the first column is the parameter value, the second column is the -error on the value, and the third column is the +error.\n", "\n", "The 'factor' entry in the dictionary is the multiplicative constant we use to deal with differing normalisations of the separate spectra, there are only two entries (rather than the three you might expect due to there being three spectra) because one of them was set to one and frozen:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'PhoIndex': array([1.78984 , 0.07400441, 0.07558034]),\n", " 'norm': array([1.68883000e-04, 1.27526738e-05, 1.31476429e-05]),\n", " 'factor': array([[0.988555 , 0.10202081, 0.11219239],\n", " [0.821484 , 0.09475646, 0.10438363]])}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_src.get_results('point', 'constant*tbabs*zpowerlw')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the exact same method on a GalaxyCluster source we get from our ClusterSample object. It is important to note that only parameters that are allowed to vary during the fit are saved in the fit paramater dictionaries. If, when we called 'single_temp_apec', we had allowed the nH and metalicity to vary, they would also have entries in the dictionary returned below:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'kT': array([6.66601 , 0.10205891, 0.10217485]),\n", " 'norm': array([5.7889900e-03, 3.0805578e-05, 3.0887788e-05]),\n", " 'factor': array([[1.0043 , 0.00974371, 0.00984066],\n", " [1.0067 , 0.00969691, 0.00980753]])}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_smp[3].get_results('r500', 'constant*tbabs*apec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Though do note that for a GalaxyCluster source object the model is set by default to constant\\*tbabs\\*apec, for convenience' sake, so you could just call `get_results` like this (I've added the inner_radius information so we're retrieving the results for the core-excised spectra):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'kT': array([6.33982 , 0.13287747, 0.13300562]),\n", " 'norm': array([4.0435000e-03, 2.6871529e-05, 2.6958326e-05]),\n", " 'factor': array([[0.970026 , 0.01215592, 0.01231316],\n", " [0.983651 , 0.01210961, 0.01226908]])}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_smp[3].get_results('r500', inner_radius=demo_smp[3].r500*0.15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parameters from GalaxyCluster and ClusterSample objects" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Galaxy Clusters are my particular area of study, and the source objects that I most commonly analyse with XGA. As such I have built in certain methods to make the retrieval of things like the intra-cluster medium temperature as simple as possible, both from sources directly and samples of clusters.\n", "\n", "Again the only information we need to provide are the name of the model and the region that the fit was run on. The method to use is `get_temperature`, and the default model it tries to get values for is 'constant\\*tbabs\\*apec':" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.66601 0.10205891 0.10217485] keV\n" ] } ], "source": [ "# We take an individual GalaxyCluster source and retrieve its temperature and -+ temperature errors\n", "print(demo_smp[3].get_temperature('r500'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When dealing with a sample of Galaxy Clusters however, we often wish to know the properties of the entire population, in which case we can use the 'Tx' method of the ClusterSample. Again the analysis radius must be passed, but the model is set by default to 'constant\\*tbabs\\*apec':" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[7.02059 0.12973252 0.12976439]\n", " [4.67254 0.08191512 0.08205011]\n", " [5.07272 0.27327653 0.27598913]\n", " [6.66601 0.10205891 0.10217485]] keV\n" ] } ], "source": [ "# This retrieves the T500 values (measured with constant*tbabs*apec) for the whole sample\n", "print(demo_smp.Tx('r500'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieving L$_\\rm{x}$ values from sources and samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As I mentioned earlier, if a source has a redshift associated with it then L$_\\rm{X}$ values will automatically be measured as part of the fitting process. The use of X-ray luminosities in analysis is extremely common in X-ray astronomy, so I have introduced methods to retrieve luminosities from any source or sample object, in much the same way as we retrieve T$_{\\rm{x}}$ values from GalaxyCluster and ClusterSample objects.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seeing as L$_\\rm{X}$ values are measured within an energy band, I am defining the lower and upper limits of the measurement that I want to retrieve (as Astropy quantities), in this case the bolometric luminosity. If I didn't supply specific energy limits then the 'get_luminosities' method would supply all L$_\\rm{X}$ measurements for the region-model combination in question.\n", "\n", "Just as with the parameter dictionaries, the first column is the L$_\\rm{X}$ value, the second is the -error, and the third is the +error:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "lo_en = Quantity(0.01, 'keV')\n", "hi_en = Quantity(100.0, 'keV')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2.28052016e+45 2.30134509e+44 1.62657738e+44] erg / s \n", "\n", "{'bound_0.5-2.0': , 'bound_0.01-100.0': }\n" ] } ], "source": [ "# Grabbing the bolometric luminosity of the quasar we have investigated\n", "print(demo_src.get_luminosities('point', 'constant*tbabs*zpowerlw', lo_en=lo_en, hi_en=hi_en), '\\n')\n", "\n", "# And all the r500 luminosities of the first cluster in our sample\n", "print(demo_smp[0].get_luminosities('r500', 'constant*tbabs*apec'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In much the same way we can retrieve L$_\\rm{X}$ values for an entire sample, and please note that this method can be used with any type of sample, not just ClusterSample objects:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[2.23554673e+45 1.63491236e+43 1.60168515e+43]\n", " [3.74006375e+44 3.52762889e+42 3.06791738e+42]\n", " [9.55726922e+44 2.83318399e+43 2.93291919e+43]\n", " [1.87930718e+45 1.40294002e+43 1.49164499e+43]] erg / s\n" ] } ], "source": [ "# Bolometric luminosities for our sample of clusters\n", "print(demo_smp.Lx('r500', 'constant*tbabs*apec', lo_en=lo_en, hi_en=hi_en))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A final note on XGA's L$_\\rm{X}$ values. When XSPEC performs a simultaneous fit to multiple spectra, and then a luminosity is measured, it actually measures luminosities individually for all the spectra. As such, I had to make a decision about which L$_\\rm{X}$ values I wanted XGA to report when requested from a source or sample object.\n", "\n", "I chose to preferentially report a PN luminosity (because of the greater sensitivity compared to the MOS cameras). If a PN spectra was not available, then a MOS2 luminosity is taken instead, and if MOS2 wasn't available then a MOS1 luminosity will be used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating annular spectra" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The generation and use of annular spectra is dealt with in an advanced tutorial." ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }