{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to do advanced model manipulation and fitting in Python?" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial you will learn to perform some more advanced model manipulation and fitting from Python. You can use these methods in an interactive Python session to explore your dataset and improve the known model of the sky. You can also use them in a Python pipeline to test multiple model hypotheses and select the one that is most appropriate.\n", "\n", "As usual start by importing the gammalib, ctools, and cscripts Python modules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import gammalib\n", "import ctools\n", "import cscripts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now import the matplotlib package for plotting." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulated dataset\n", "\n", "For the tutorial you will simulate a small dataset. Start by defining the Instrument Response Function and energy range that will be used all along." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "caldb = 'prod2'\n", "irf = 'South_0.5h'\n", "emin = 0.1 # TeV\n", "emax = 160.0 # TeV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now proceed to simulate the dataset. It consists of an hour of observations of the Crab nebula region, as usual pointed at a slightly offset position from the target. The input model is different from the one you have been using so far and contains some surprises. Don't look at it until you have completed the exercises at the end of the tutorial." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "evfile = 'events.fits'\n", "obssim = ctools.ctobssim()\n", "obssim['ra'] = 83.63\n", "obssim['dec'] = 22.51\n", "obssim['rad'] = 5.0\n", "obssim['tmin'] = 0\n", "obssim['tmax'] = 3600\n", "obssim['emin'] = emin\n", "obssim['emax'] = emax\n", "obssim['caldb'] = caldb\n", "obssim['irf'] = irf\n", "obssim['inmodel'] = '$CTOOLS/share/models/crab_beyond.xml'\n", "obssim['outevents'] = evfile\n", "obssim.execute()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have saved the events on disk in the file `events.fits`. In this way you can easily re-use the code below by substituting `events.fits` with your own event list or observation definition XML file.\n", "\n", "Let's first peek at the simulated dataset by displaying a skymap." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "skymap = ctools.ctskymap()\n", "skymap['inobs'] = evfile\n", "skymap['emin'] = emin\n", "skymap['emax'] = emax\n", "skymap['nxpix'] = 40\n", "skymap['nypix'] = 40\n", "skymap['binsz'] = 0.02\n", "skymap['proj'] = 'TAN'\n", "skymap['coordsys'] = 'CEL'\n", "skymap['xref'] = 83.63\n", "skymap['yref'] = 22.01\n", "skymap['bkgsubtract'] = 'IRF'\n", "skymap['caldb'] = caldb\n", "skymap['irf'] = irf\n", "skymap.run()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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EfSLoY4EnkLKaMWvY0euWWbuln29ZzFec9FecdFcsmjW97PZhAx0DGUtjqAja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9+lqkVEfgD47jrnUbvZ/hdYSe4/B/62iPxVVf2HZ1/JL4BrRZ4WwtuZ8K2Z8IVMeDuTX0TKdYIX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