{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fermipy tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial shows how to perform Fermi-LAT analysis with the Fermipy Python package. \n", "Many parts of this tutorial are taken directly from the documentation page of Fermipy: [fermipy.readthedocs](http://fermipy.readthedocs.io/en/latest/).\n", "I suggest to visit the documentation page to find further informations.\n", "\n", "Fermipy is a python package created by Mattew Wood and maintained by a wide community of people. Fermipy facilitates analysis of data from the Large Area Telescope (LAT) with the Fermi Science Tools.\n", "The Fermipy package is built on the pyLikelihood interface of the Fermi Science Tools and provides a set of high-level tools for performing common analysis tasks:\n", "* Data and model preparation with the gt-tools (gtselect, gtmktime, etc.).\n", "* Extracting a spectral energy distribution (SED) of a source.\n", "* Generating TS and residual maps for a region of interest.\n", "* Finding new source candidates.\n", "* Localizing a source or fitting its spatial extension.\n", "* Perfoming phase analysis\n", "* Calculating light curves\n", "* Deriving the sensitivity of gamma-ray sources with a specific SED and spatial morphology." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Installation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instruction on how to install in SLAC machines or in your laptop Fermipy are available at this page: [fermipy.installation](http://fermipy.readthedocs.io/en/latest/install.html).\n", "Fermipy is only compatible with Science Tools v10r0p5 or later. If you are using an earlier version, you will need to download and install the latest version from the [FSSC](https://fermi.gsfc.nasa.gov/ssc/). Note that it is recommended to use the non-ROOT binary distributions of the Science Tools. These instructions assume that you want to run Fermipy on the SLAC machines." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these instructions you will create your own Conda installation and you will install all the packages needed to use FermiPy and Science Tools.\n", "Using your own Conda installation avoids conflicts with package versions because you build your own environment." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First grab the installation and setup scripts from the fermipy github repository:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ curl -OL https://raw.githubusercontent.com/fermiPy/fermipy/master/condainstall.sh\n", "$ curl -OL https://raw.githubusercontent.com/fermiPy/fermipy/master/slacsetup.sh" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now choose an installation path. This should be a new directory (e.g. $HOME/anaconda) that has at least 2-4 GB available. We will assign this location to the CONDABASE environment variable which is used by the setup script to find the location of your python installation. To avoid setting this every time you log in it's recommended to set CONDABASE into your .bashrc file.\n", "\n", "Now run the following commands to install anaconda and fermipy. This will take about 5-10 minutes." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ export CONDABASE=\n", "$ bash condainstall.sh $CONDABASE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once anaconda is installed you will initialize your python and ST environment by running the slacsetup function in slacsetup.sh. This function will set the appropriate environment variables needed to run the STs and python." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ source slacsetup.sh\n", "$ slacsetup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience you can also copy this function into your .bashrc file so that it will automatically be available when you launch a new shell session. By default the function will setup your environment to point to a recent version of the STs and the installation of python in CONDABASE. If CONDABASE is not defined then it will use the installation of python that is packaged with a given release of the STs. The slacsetup function takes two optional arguments which can be used to override the ST version or python installation path." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Use ST 10-00-05\n", "$ slacsetup 10-00-05\n", "# Use ST 11-01-01 and python distribution located at \n", "$ slacsetup 11-01-01 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The installation script only installs packages that are required by fermipy and the STs. Once you've initialized your shell environment you are free to install additional python packages with the conda package manager tool with conda install . Packages that are not available on conda can also be installed with pip." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "conda install fermipy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "conda can also be used to upgrade packages. For instance you can upgrade fermipy to the newest version with the conda update command:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ conda update fermipy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to make development of Fermipy you should get the github version making:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ git clone https://github.com/fermiPy/fermipy.git" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then you should create a branch using:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "$ git checkout -b mattia-dev" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the branch you can make your development of Fermipy and then use the git commands to merge them to the master repository." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More informations on how to install Fermipy are available here: [fermipy-install](http://fermipy.readthedocs.io/en/latest/install.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Configuration file:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to compose a configuration file that defines the data selection and analysis parameters. Fermipy uses YAML files to read and write its configuration in a persistent format. The configuration file has a hierarchical structure that groups parameters into dictionaries that are keyed to a section name (data, binning, etc.). Below I report a sample of configuration applied for an analysis of the SMC:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "No module named fermipy.gtanalysis", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mfermipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgtanalysis\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mGTAnalysis\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mfermipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mROIPlotter\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSEDPlotter\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mImportError\u001b[0m: No module named fermipy.gtanalysis" ] } ], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import numpy as np\n", "from fermipy.gtanalysis import GTAnalysis\n", "from fermipy.plotting import ROIPlotter, SEDPlotter\n", "import matplotlib.pyplot as plt\n", "import matplotlib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "if os.path.isfile('../data/SMC_data.tar.gz'):\n", " !tar xzf ../data/SMC_data.tar.gz\n", "else:\n", " !curl -OL https://raw.githubusercontent.com/fermiPy/fermipy-extras/master/data/SMC_data.tar.gz\n", " !tar xzf SMC_data.tar.gz" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data:\r\n", " evfile : 'ft1.fits'\r\n", " scfile : '/u/gl/mdimauro/kipac/workdir/files/SC/P8_104months_ft2.fits'\r\n", " ltcube : '/u/gl/mdimauro/dmcat/workdir/mattia/LogNLogS_Ebins/files_bins/bin13/P8_SOURCE_zmax105_1_3_ltcube.fits'\r\n", "\r\n", "binning:\r\n", " roiwidth : 12.0\r\n", " binsz : 0.08\r\n", " binsperdec : 8\r\n", " coordsys : 'GAL'\r\n", "\r\n", "selection :\r\n", " emin : 1000\r\n", " emax : 500000\r\n", " tmin : 239557417\r\n", " tmax : 512994417\r\n", " zmax : 105\r\n", " evclass : 128\r\n", " evtype : 3\r\n", " glon: 302.25\r\n", " glat : -44.37\r\n", " \r\n", "gtlike:\r\n", " edisp : True\r\n", " irfs : 'P8R2_SOURCE_V6'\r\n", " edisp_disable : ['isodiff','galdiff']\r\n", "\r\n", "model:\r\n", " src_roiwidth : 12.0\r\n", " galdiff : '$FERMI_DIFFUSE_DIR/gll_iem_v06.fits'\r\n", " isodiff : '$FERMI_DIFFUSE_DIR/iso_P8R2_SOURCE_V6_v06.txt' \r\n", " catalogs: gll_psc_v16.fit\r\n", "\r\n", "fileio:\r\n", " usescratch: False\r\n" ] } ], "source": [ "cat config.yaml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The configuration file has the same structure as the configuration dictionary such that one can read/write configurations using the load/dump methods of the yaml module:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import yaml\n", "# Load a configuration\n", "config = yaml.load(open('config.yaml'))\n", "# Update a parameter and write a new configuration\n", "config['selection']['emin'] = 1000.\n", "yaml.dump(config, open('new_config.yaml','w'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data section defines the input data set and spacecraft file for the analysis. Here evfile points to a list of FT1 files that encompass the chosen ROI, energy range, and time selection.\n", "The parameters in the binning section define the dimensions of the ROI and the spatial and energy bin size.\n", "The selection section defines parameters related to the data selection (energy range, zmax cut, and event class/type). The target parameter in this section defines the ROI center to have the same coordinates as the given source.\n", "The model section defines parameters related to the ROI model definition (diffuse templates, point sources).\n", "Fermipy gives the user the option to combine multiple data selections into a joint likelihood with the components section. For more informations on this visit: http://fermipy.readthedocs.io/en/latest/quickstart.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the setup for a joint analysis is identical to the above except for the modification to the components section. The following example shows the components configuration one would use to define a joint analysis with the four PSF event types:\n", "```python\n", "components:\n", " - { selection : { evtype : 4 } }\n", " - { selection : { evtype : 8 } }\n", " - { selection : { evtype : 16 } }\n", " - { selection : { evtype : 32 } }\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Start your run" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First of all you need to load the configuration file, create the object gta and run the tool gta.setup that implements the ST gtselect, gtmktime, gtbin, gtexpcube, gtsrcmap tools" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import numpy as np\n", "from fermipy.gtanalysis import GTAnalysis\n", "from fermipy.plotting import ROIPlotter, SEDPlotter\n", "import matplotlib.pyplot as plt\n", "import matplotlib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "if os.path.isfile('../data/SMC_data.tar.gz'):\n", " !tar xzf ../data/SMC_data.tar.gz\n", "else:\n", " !curl -OL https://raw.githubusercontent.com/fermiPy/fermipy-extras/master/data/SMC_data.tar.gz\n", " !tar xzf SMC_data.tar.gz" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-06-29 17:10:10 INFO GTAnalysis.__init__(): \n", "--------------------------------------------------------------------------------\n", "fermipy version 0.17.2+9.gacd6.dirty \n", "ScienceTools version ScienceTools-11-07-00\n", "WARNING: UnitsWarning: 'photon/cm**2/MeV/s' contains multiple slashes, which is discouraged by the FITS standard [astropy.units.format.generic]\n", "WARNING: UnitsWarning: 'photon/cm**2/s' contains multiple slashes, which is discouraged by the FITS standard [astropy.units.format.generic]\n", "WARNING: UnitsWarning: 'erg/cm**2/s' contains multiple slashes, which is discouraged by the FITS standard [astropy.units.format.generic]\n", "2018-06-29 17:10:12 INFO GTAnalysis.setup(): Running setup.\n", "2018-06-29 17:10:12 INFO GTBinnedAnalysis.setup(): Running setup for component 00\n", "2018-06-29 17:10:12 INFO GTBinnedAnalysis.run_gtapp(): Running gtselect.\n", "2018-06-29 17:10:12 INFO GTBinnedAnalysis.run_gtapp(): time -p gtselect infile=ft1.fits outfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/ft1_00.fits ra=14.5034619337 dec=-72.7495444282 rad=8.98528137424 tmin=239557417.0 tmax=512994417.0 emin=1000.0 emax=500000.0 zmin=0.0 zmax=105.0 evclass=128 evtype=3 convtype=-1 phasemin=0.0 phasemax=1.0 evtable=\"EVENTS\" chatter=3 clobber=yes debug=no gui=no mode=\"ql\"\n", "2018-06-29 17:10:13 INFO GTBinnedAnalysis.run_gtapp(): This is gtselect version ScienceTools-11-07-00\n", "2018-06-29 17:10:13 INFO GTBinnedAnalysis.run_gtapp(): Applying filter string: ((EVENT_CLASS&o200) != o0) && ((EVENT_TYPE&o3) != o0) && angsep(RA,DEC,14.50346193,-72.74954443) < 8.985281374 && angsep(RA,DEC,14.50346193,-72.74954443) < 8.985281374 && 1000 < ENERGY && ENERGY <= 500000 && 239557417 < TIME && TIME <= 512994417 && 0 < ZENITH_ANGLE && ZENITH_ANGLE <= 105 && gtifilter()\n", "2018-06-29 17:10:13 INFO GTBinnedAnalysis.run_gtapp(): Done.\n", "2018-06-29 17:10:13 INFO GTBinnedAnalysis.run_gtapp(): Finished gtselect. Execution time: 1.16 s\n", "2018-06-29 17:10:13 INFO GTBinnedAnalysis.setup(): Using external LT cube.\n", "2018-06-29 17:10:15 INFO GTBinnedAnalysis.run_gtapp(): Running gtbin.\n", "2018-06-29 17:10:15 INFO GTBinnedAnalysis.run_gtapp(): time -p gtbin evfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/ft1_00.fits scfile=/u/gl/mdimauro/kipac/workdir/files/SC/P8_104months_ft2.fits outfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/ccube_00.fits algorithm=\"ccube\" ebinalg=\"LOG\" emin=1000.0 emax=500000.0 enumbins=22 ebinfile=NONE tbinalg=\"LIN\" tbinfile=NONE nxpix=150 nypix=150 binsz=0.08 coordsys=\"GAL\" xref=302.25 yref=-44.37 axisrot=0.0 rafield=\"RA\" decfield=\"DEC\" proj=\"AIT\" hpx_ordering_scheme=\"RING\" hpx_order=3 hpx_ebin=yes hpx_region=\"\" evtable=\"EVENTS\" sctable=\"SC_DATA\" efield=\"ENERGY\" tfield=\"TIME\" chatter=3 clobber=yes debug=no gui=no mode=\"ql\"\n", "2018-06-29 17:10:25 INFO GTBinnedAnalysis.run_gtapp(): This is gtbin version ScienceTools-11-07-00\n", "2018-06-29 17:10:25 INFO GTBinnedAnalysis.run_gtapp(): Finished gtbin. Execution time: 9.79 s\n", "2018-06-29 17:10:25 INFO GTBinnedAnalysis.run_gtapp(): Running gtexpcube2.\n", "2018-06-29 17:10:25 INFO GTBinnedAnalysis.run_gtapp(): time -p gtexpcube2 infile=/u/gl/mdimauro/dmcat/workdir/mattia/LogNLogS_Ebins/files_bins/bin13/P8_SOURCE_zmax105_1_3_ltcube.fits cmap=none outfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/bexpmap_00.fits irfs=\"P8R2_SOURCE_V6\" evtype=3 nxpix=360 nypix=180 binsz=1.0 coordsys=\"GAL\" xref=0.0 yref=0.0 axisrot=0.0 proj=\"CAR\" ebinalg=\"LOG\" emin=1000.0 emax=500000.0 enumbins=22 ebinfile=\"NONE\" hpx_ordering_scheme=\"RING\" hpx_order=6 bincalc=\"EDGE\" ignorephi=no thmax=180.0 thmin=0.0 table=\"EXPOSURE\" chatter=3 clobber=yes debug=no mode=\"ql\"\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): This is gtexpcube2 version ScienceTools-11-07-00\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): Using evtype=3 (i.e., FRONT/BACK irfs)\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): ResponseFunctions::load: IRF used: P8R2_SOURCE_V6\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): event_types: 0 1\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): Computing binned exposure map....................!\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): Finished gtexpcube2. Execution time: 15.53 s\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): Running gtexpcube2.\n", "2018-06-29 17:10:40 INFO GTBinnedAnalysis.run_gtapp(): time -p gtexpcube2 infile=/u/gl/mdimauro/dmcat/workdir/mattia/LogNLogS_Ebins/files_bins/bin13/P8_SOURCE_zmax105_1_3_ltcube.fits cmap=none outfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/bexpmap_roi_00.fits irfs=\"P8R2_SOURCE_V6\" evtype=3 nxpix=150 nypix=150 binsz=0.08 coordsys=\"GAL\" xref=302.25 yref=-44.37 axisrot=0.0 proj=\"CAR\" ebinalg=\"LOG\" emin=1000.0 emax=500000.0 enumbins=22 ebinfile=\"NONE\" hpx_ordering_scheme=\"RING\" hpx_order=6 bincalc=\"EDGE\" ignorephi=no thmax=180.0 thmin=0.0 table=\"EXPOSURE\" chatter=3 clobber=yes debug=no mode=\"ql\"\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): This is gtexpcube2 version ScienceTools-11-07-00\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): Using evtype=3 (i.e., FRONT/BACK irfs)\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): ResponseFunctions::load: IRF used: P8R2_SOURCE_V6\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): event_types: 0 1\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): Computing binned exposure map....................!\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): Finished gtexpcube2. Execution time: 5.93 s\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): Running gtsrcmaps.\n", "2018-06-29 17:10:46 INFO GTBinnedAnalysis.run_gtapp(): time -p gtsrcmaps scfile=/u/gl/mdimauro/kipac/workdir/files/SC/P8_104months_ft2.fits sctable=\"SC_DATA\" expcube=/u/gl/mdimauro/dmcat/workdir/mattia/LogNLogS_Ebins/files_bins/bin13/P8_SOURCE_zmax105_1_3_ltcube.fits cmap=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/ccube_00.fits srcmdl=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/srcmdl_00.xml bexpmap=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/bexpmap_00.fits wmap=none outfile=/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/srcmap_00.fits irfs=\"P8R2_SOURCE_V6\" evtype=3 convol=yes resample=yes rfactor=2 minbinsz=0.05 ptsrc=yes psfcorr=yes emapbnds=no copyall=no chatter=3 clobber=yes debug=no gui=no mode=\"ql\"\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): This is gtsrcmaps version ScienceTools-11-07-00\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Using evtype=3 (i.e., FRONT/BACK irfs)\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): ResponseFunctions::load: IRF used: P8R2_SOURCE_V6\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): event_types: 0 1\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): difference in gti interval found\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): \n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): WARNING:\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): AppHelpers::checkTimeCuts:\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Time range cuts and GTI extensions in files /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/ccube_00.fitsand /u/gl/mdimauro/dmcat/workdir/mattia/LogNLogS_Ebins/files_bins/bin13/P8_SOURCE_zmax105_1_3_ltcube.fits[Exposure] do not agree.\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Aggregate absolute differences in GTI start times (s): 1.96803e+10\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Aggregate absolute differences in GTI stop times (s): 1.96802e+10\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): \n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): \n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0059.0-7242e\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0112.9-7506\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0023.9-7203\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0029.1-7045\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0021.6-6835\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J2351.9-7601\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J2338.7-7401\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0146.4-6746\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J2336.5-7620\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0002.0-6722\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named isodiff\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Creating source named galdiff\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0002.0-6722....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0021.6-6835....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0023.9-7203....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0029.1-7045....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0059.0-7242e....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0112.9-7506....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0146.4-6746....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J2336.5-7620....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J2338.7-7401....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J2351.9-7601....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for galdiff....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for isodiff....................!\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.run_gtapp(): Finished gtsrcmaps. Execution time: 190.37 s\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis.setup(): Finished setup for component 00\n", "2018-06-29 17:13:57 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "2018-06-29 17:14:16 INFO GTAnalysis.setup(): Initializing source properties\n", "2018-06-29 17:14:24 INFO GTAnalysis.setup(): Finished setup.\n" ] } ], "source": [ "gta = GTAnalysis('config.yaml')\n", "matplotlib.interactive(True)\n", "gta.setup()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-06-29 17:14:28 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "3FGL J0059.0-7242e 0.088 1.059 1.45e-05 2.22 nan 1434.2 \n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 \n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 \n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 \n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 \n", "\n" ] } ], "source": [ "gta.print_model()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-06-29 17:14:49 INFO GTAnalysis.fit(): Starting fit.\n", "/u/gl/mdimauro/kipac/software/anaconda/lib/python2.7/site-packages/scipy/interpolate/fitpack2.py:226: UserWarning: \n", "The maximal number of iterations maxit (set to 20 by the program)\n", "allowed for finding a smoothing spline with fp=s has been reached: s\n", "too small.\n", "There is an approximation returned but the corresponding weighted sum\n", "of squared residuals does not satisfy the condition abs(fp-s)/s < tol.\n", " warnings.warn(message)\n", "2018-06-29 17:15:05 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-06-29 17:15:05 INFO GTAnalysis.fit(): LogLike: -77797.480 DeltaLogLike: 77.991 \n" ] }, { "data": { "text/plain": [ "{'config': {'covar': True,\n", " 'init_lambda': 0.0001,\n", " 'max_iter': 100,\n", " 'min_fit_quality': 2,\n", " 'optimizer': 'MINUIT',\n", " 'reoptimize': False,\n", " 'retries': 3,\n", " 'tol': 0.001,\n", " 'verbosity': 0},\n", " 'correlation': array([[ 1.00000000e+00, 4.41213321e-01, -1.68928666e-03,\n", " -1.26101446e-03, 4.75069270e-03, 2.99355059e-03,\n", " -2.27977805e-03, 4.30742411e-03, 1.80080622e-03,\n", " 1.19095108e-02, 2.64517667e-03, 3.98596710e-03,\n", " 2.18620628e-03, 6.03607400e-03, 2.94792882e-03,\n", " 4.92794564e-03, 2.93347538e-03, 4.75911932e-03,\n", " 2.74784090e-03, 2.74212616e-03, 2.85560646e-03,\n", " -1.20322982e-02, -2.65882496e-02, -3.31780055e-02],\n", " [ 4.41213321e-01, 1.00000000e+00, -1.73755585e-03,\n", " -7.26334318e-04, 3.04604145e-03, 1.77554687e-03,\n", " -1.02995968e-03, 2.64139475e-03, 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8.74880471e-05, 9.44841390e-05],\n", " [ 2.03697692e-05, 4.24115971e-05, 5.51990805e-04,\n", " 9.32163600e-05, 1.55608226e-05, 2.40744113e-05,\n", " -3.70485038e-06, 2.14967914e-05, 2.88024848e-05,\n", " 1.81977622e-04, 6.67139369e-05, 8.82475720e-05,\n", " 3.68112772e-05, 3.21864690e-05, 3.21848549e-05,\n", " -5.33079228e-04, -6.14062993e-04, -1.16718350e-05,\n", " -1.03807924e-05, -5.89241101e-03, 1.00973864e-02,\n", " -1.11335205e-04, -6.09851728e-05, 6.81793155e-05],\n", " [-1.72302577e-05, -9.40969725e-05, -6.45306425e-04,\n", " -1.34125044e-04, -1.04416641e-05, 2.73430070e-05,\n", " -2.47854784e-05, -3.28689305e-05, -5.80523562e-05,\n", " -4.17694584e-04, -1.87098362e-04, -2.54529465e-04,\n", " -1.04749672e-04, -2.70370723e-05, -4.72681361e-05,\n", " -1.68246301e-04, -1.86037504e-04, -3.97988029e-05,\n", " -7.12380638e-05, -7.26610115e-05, -1.11335205e-04,\n", " 4.06930124e-04, 2.62120476e-07, -6.83172623e-04],\n", " [-4.46217437e-05, -8.90188755e-05, -2.27632501e-03,\n", " -5.77157589e-04, -9.88922021e-05, -2.70654840e-04,\n", " 8.46863123e-05, -4.94193366e-05, -8.86604925e-05,\n", " -4.43230548e-04, -2.21447903e-04, 2.04593146e-05,\n", " -4.25532709e-05, -1.07628690e-04, -1.15987854e-04,\n", " -3.71053342e-05, -1.25643102e-04, -1.61170775e-05,\n", " -5.99144607e-05, 8.74880471e-05, -6.09851728e-05,\n", " 2.62120476e-07, 5.58916656e-04, 7.05069917e-04],\n", " [-1.14778528e-04, -1.10889517e-05, -2.83279087e-03,\n", " -4.54822693e-04, -1.53022044e-04, -4.73028986e-04,\n", " 1.79800650e-04, -6.58838301e-05, -4.23678133e-05,\n", " -6.55238151e-05, 8.82060711e-05, 2.63778895e-04,\n", " 8.55116789e-05, -1.95869238e-04, -1.20446728e-04,\n", " 1.50206307e-04, 9.95389333e-05, -2.40213250e-05,\n", " 1.15793550e-06, 9.44841390e-05, 6.81793155e-05,\n", " -6.83172623e-04, 7.05069917e-04, 2.37494866e-03]]),\n", " 'dloglike': 77.99108547650394,\n", " 'edm': 0.00022718430097703774,\n", " 'errors': array([0.07098773, 0.13898307, 1.50471745, 0.56189498, 0.05573191,\n", " 0.18619756, 0.07968542, 0.05940994, 0.11042485, 0.12550039,\n", " 0.0614379 , 0.205705 , 0.11165408, 0.0863653 , 0.11979089,\n", " 0.09201676, 0.15328911, 0.06247143, 0.09608884, 0.16329381,\n", " 0.10048575, 0.02017251, 0.02364142, 0.04873344]),\n", " 'fit_quality': 3,\n", " 'fit_status': 0,\n", " 'fit_success': True,\n", " 'indices': array([ 0, 1, 3, 4, 6, 7, 8, 10, 11, 13, 14, 16, 17, 19, 20, 22, 23,\n", " 25, 26, 28, 29, 31, 32, 34]),\n", " 'is_norm': array([ True, False, True, False, True, False, False, True, False,\n", " True, False, True, False, True, False, True, False, True,\n", " False, True, False, True, False, True]),\n", " 'loglike': -77797.48030839092,\n", " 'niter': 1,\n", " 'par_names': ['Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'norm',\n", " 'alpha',\n", " 'beta',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Prefactor',\n", " 'Index',\n", " 'Normalization'],\n", " 'src_names': ['3FGL J0002.0-6722',\n", " '3FGL J0002.0-6722',\n", " '3FGL J0021.6-6835',\n", " '3FGL J0021.6-6835',\n", " '3FGL J0023.9-7203',\n", " '3FGL J0023.9-7203',\n", " '3FGL J0023.9-7203',\n", " '3FGL J0029.1-7045',\n", " '3FGL J0029.1-7045',\n", " '3FGL J0059.0-7242e',\n", " '3FGL J0059.0-7242e',\n", " '3FGL J0112.9-7506',\n", " '3FGL J0112.9-7506',\n", " '3FGL J0146.4-6746',\n", " '3FGL J0146.4-6746',\n", " '3FGL J2336.5-7620',\n", " '3FGL J2336.5-7620',\n", " '3FGL J2338.7-7401',\n", " '3FGL J2338.7-7401',\n", " '3FGL J2351.9-7601',\n", " '3FGL J2351.9-7601',\n", " 'galdiff',\n", " 'galdiff',\n", " 'isodiff'],\n", " 'values': array([ 0.39292551, 1.94186375, 2.24315698, 3.29225318, 0.60718761,\n", " 1.21055792, 0.57106955, 0.48166733, 2.36157635, 1.52714858,\n", " 2.46752971, 1.26104134, 1.99588998, 0.52557022, 2.27314314,\n", " 0.44599164, 2.35206146, 0.57186249, 2.01013752, 1.42542305,\n", " 2.03504696, 0.9433182 , -0.01767633, 0.92737063])}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gta.free_sources()\n", "gta.fit()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Output files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The current state of the ROI can be written at any point by calling write_roi." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:49:12 INFO GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/initial_00.xml...\n", "2018-03-13 08:49:12 INFO GTAnalysis.write_fits(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/initial.fits...\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "2018-03-13 08:49:13 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.\n", "2018-03-13 08:49:15 INFO GTAnalysis.write_roi(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/initial.npy...\n" ] } ], "source": [ "gta.write_roi('initial',make_plots=True,save_model_map=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output file will contain all information about the state of the ROI as calculated up to that point in the analysis including model parameters and measured source characteristics (flux, TS, NPred). An XML model file will also be saved for each analysis component." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output file can be read with load:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:50:57 INFO GTAnalysis.load_roi(): Loading ROI file: /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/initial.npy\n", "2018-03-13 08:50:58 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.\n", "2018-03-13 08:51:16 INFO GTAnalysis.load_roi(): Finished Loading ROI\n" ] } ], "source": [ "gta.load_roi('initial')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using gta.print_model You have an overview of the sources and components present in the ROI." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:51:26 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "3FGL J0059.0-7242e 0.088 1.059 1.45e-05 2.22 nan 1434.2 \n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 \n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 \n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 \n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 \n", "\n" ] } ], "source": [ "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Source Dictionary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sources dictionary contains one element per source keyed to the source name. It is possible to have access to a lot of informations concerning each source of model." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3FGL J0059.0-7242e\n", "Name : 3FGL J0059.0-7242e\n", "Associations : ['3FGL J0059.0-7242e', 'SMC', '2FGL J0059.0-7242e']\n", "RA/DEC : 14.750/ -72.700\n", "GLON/GLAT : 302.145/ -44.417\n", "TS : nan\n", "Npred : 1434.19\n", "Flux : 3.508e-09 +/- nan\n", "EnergyFlux : 1.447e-05 +/- nan\n", "SpatialModel : SpatialMap\n", "SpectrumType : PowerLaw\n", "Spectral Parameters\n", "Prefactor : 1.059e-11 +/- nan\n", "Index : -2.221 +/- nan\n", "Scale : 665.5 +/- nan\n", "302.1449479051668\n", "-44.41669737470087\n", "3.50766230419e-09\n", "1434.19374951\n" ] } ], "source": [ "print gta.roi.sources[0].name #NAME OF THE SOURCE\n", "print gta.roi[gta.roi.sources[0].name] #NAME OF THE SOURCE\n", "print gta.roi[gta.roi.sources[0].name]['glon'] #Longitude OF THE SOURCE\n", "print gta.roi[gta.roi.sources[0].name]['glat'] #Latitude OF THE SOURCE\n", "print gta.roi[gta.roi.sources[0].name]['flux'] #Flux OF THE SOURCE\n", "print gta.roi[gta.roi.sources[0].name]['npred'] #npred OF THE SOURCE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other possible outputs are listed here [fermipy/sourcedictionary](http://fermipy.readthedocs.io/en/latest/output.html)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "gta.free_shape(gta.roi.sources[0].name,free=False) #Free or fix the index\n", "gta.get_free_source_params(gta.roi.sources[0].name) #Free or fix parameters for a source\n", "gta.set_parameter(gta.roi.sources[0].name,par='Index',value=2.0,scale=-1.0,bounds=[-2.,5.]) #Change the value and bounds for a parameter of a source" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can always use gta.print_model() to have a summary of you model." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-12 01:02:47 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "3FGL J0059.0-7242e 0.088 1.059 3.75e+05 -2.00 nan550368946660.2 \n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 \n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 \n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 \n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 \n", "\n" ] } ], "source": [ "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Customizing your model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ROIModel class is responsible for managing the source and diffuse components in the ROI. Configuration of the model is controlled with the model block of YAML configuration file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DIFFUSE AND ISOTROPIC TEMPLATES\n", "\n", "The simplest configuration uses a single file for the galactic and isotropic diffuse components. By default the galactic diffuse and isotropic components will be named galdiff and isodiff respectively. An alias for each component will also be created with the name of the mapcube or file spectrum. For instance the galactic diffuse can be referred to as galdiff or gll_iem_v06 in the following example." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "model:\n", " src_roiwidth : 10.0\n", " galdiff : '$FERMI_DIFFUSE_DIR/gll_iem_v06.fits'\n", " isodiff : '$FERMI_DIFFUSE_DIR/isotropic_source_4years_P8V3.txt'\n", " catalogs : ['gll_psc_v14.fit']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To define two or more galactic diffuse components you can optionally define the galdiff and isodiff parameters as lists. A separate component will be generated for each element in the list with the name galdiffXX or isodiffXX where XX is an integer position in the list." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "model:\n", " galdiff :\n", " - '$FERMI_DIFFUSE_DIR/diffuse_component0.fits'\n", " - '$FERMI_DIFFUSE_DIR/diffuse_component1.fits'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SOURCE COMPONENT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The list of sources for inclusion in the ROI model is set by defining a list of catalogs with the catalogs parameter. Catalog files can be in either XML or FITS format. Sources from the catalogs in this list that satisfy either the src_roiwidth or src_radius selections are added to the ROI model. If a source is defined in multiple catalogs the source definition from the last file in the catalogs list takes precedence." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "model:\n", "\n", " src_radius: 5.0\n", " src_roiwidth: 10.0\n", " catalogs :\n", " - 'gll_psc_v16.fit'\n", " - 'extra_sources.xml'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Individual sources can also be defined within the configuration file with the sources parameter. This parameter contains a list of dictionaries that defines the spatial and spectral parameters of each source. The keys of the source dictionary map to the spectral and spatial source properties as they would be defined in the XML model file." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "model:\n", " sources :\n", " - { name: 'SourceA', glon : 120.0, glat : -3.0,\n", " SpectrumType : 'PowerLaw', Index : 2.0, Scale : 1000, Prefactor : !!float 1e-11,\n", " SpatialModel: 'PointSource' }\n", " - { name: 'SourceB', glon : 122.0, glat : -3.0,\n", " SpectrumType : 'LogParabola', norm : !!float 1E-11, Scale : 1000, beta : 0.0,\n", " SpatialModel: 'PointSource' }\n", "model:\n", " sources :\n", " - { name: 'PointSource', glon : 120.0, glat : 0.0,\n", " SpectrumType : 'PowerLaw', Index : 2.0, Scale : 1000, Prefactor : !!float 1e-11,\n", " SpatialModel: 'PointSource' }\n", " - { name: 'DiskSource', glon : 120.0, glat : 0.0,\n", " SpectrumType : 'PowerLaw', Index : 2.0, Scale : 1000, Prefactor : !!float 1e-11,\n", " SpatialModel: 'RadialDisk', SpatialWidth: 1.0 }\n", " - { name: 'GaussSource', glon : 120.0, glat : 0.0,\n", " SpectrumType : 'PowerLaw', Index : 2.0, Scale : 1000, Prefactor : !!float 1e-11,\n", " SpatialModel: 'RadialGaussian', SpatialWidth: 1.0 }\n", " - { name: 'MapSource', glon : 120.0, glat : 0.0,\n", " SpectrumType : 'PowerLaw', Index : 2.0, Scale : 1000, Prefactor : !!float 1e-11,\n", " SpatialModel: 'SpatialTemplate', Spatial_Filename : 'template.fits' }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can do it while you are running your script with:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:54:18 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0059.0-7242e\n", "2018-03-13 08:54:18 INFO GTAnalysis.add_source(): Adding source SMC\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "2018-03-13 08:54:21 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 1.000 2.29e-07 2.40 nan 29.1 *\n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 \n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 \n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 \n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 \n", "\n" ] } ], "source": [ "gta.delete_source(gta.roi.sources[0].name)\n", "glon0 = gta.config['selection']['glon']\n", "glat0 = gta.config['selection']['glat']\n", "gta.add_source('SMC', dict(glon=glon0, glat=glat0, Index=dict(value=-2.4,scale=1.0,max=\"-1.\",min=\"-5.\"), Scale=dict(value=1e3,scale=1.0,max=\"1e5\",min=\"1e0\"), Prefactor=dict(value=1.0,scale=1e-13,max=\"10000.0\", min=\"0.0001\"), SpectrumType='PowerLaw'), free=True, init_source=True, save_source_maps=True)\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All sources have nan because we have not done yet a fit do the ROI. Moreover in the model above all sources are fixed. In order to free the parameters of the source it's enough to make gta.free_sources()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for SMC : ['Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']\n", "2018-03-13 08:55:29 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 08:55:29 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 1.000 2.29e-07 2.40 nan 29.1 *\n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 *\n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 *\n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 *\n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 *\n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 *\n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 *\n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 *\n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 *\n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 *\n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 *\n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 *\n", "\n" ] } ], "source": [ "gta.free_sources()\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to free only the sources that are at a certain angular distance from a source. For example below we free the sources that are 2 degrees away from 3FGL J0322.5-3721:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Freeing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']\n", "2018-03-13 08:55:53 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 08:55:53 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 1.000 2.29e-07 2.40 nan 29.1 *\n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 *\n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 *\n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 *\n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 *\n", "\n" ] } ], "source": [ "gta.free_sources(free=False)\n", "gta.free_sources(skydir=gta.roi[gta.roi.sources[0].name].skydir,distance=[3.0],free=True)\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fit Roi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Source fitting with fermipy is generally performed with the optimize and fit methods.\n", "fit is a wrapper on the pyLikelihood fit method and performs a likelihood fit of all free parameters of the model. This method can be used to manually optimize of the model by calling it after freeing one or more source parameters." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 08:57:33 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 1.000 2.29e-07 2.40 nan 29.1 *\n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 *\n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 *\n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 *\n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 *\n", "\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 08:57:33 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 1.000 2.29e-07 2.40 nan 29.1 *\n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 *\n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 *\n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 *\n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 *\n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 *\n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 *\n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 *\n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 *\n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 *\n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 *\n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 *\n", "\n", "2018-03-13 08:57:33 INFO GTAnalysis.fit(): Starting fit.\n", "/u/gl/mdimauro/kipac/software/anaconda/lib/python2.7/site-packages/scipy/interpolate/fitpack2.py:226: UserWarning: \n", "The maximal number of iterations maxit (set to 20 by the program)\n", "allowed for finding a smoothing spline with fp=s has been reached: s\n", "too small.\n", "There is an approximation returned but the corresponding weighted sum\n", "of squared residuals does not satisfy the condition abs(fp-s)/s < tol.\n", " warnings.warn(message)\n", "2018-03-13 08:57:48 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-03-13 08:57:48 INFO GTAnalysis.fit(): LogLike: -78036.000 DeltaLogLike: 143.590 \n", "2018-03-13 08:57:48 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 20.623 1.78e-06 3.16 276.72 384.7 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 *\n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 *\n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 *\n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 *\n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 *\n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 *\n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "\n", "2018-03-13 08:57:48 INFO GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_firstfit_00.xml...\n", "2018-03-13 08:57:48 INFO GTAnalysis.write_fits(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_firstfit.fits...\n", "2018-03-13 08:57:50 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.\n", "2018-03-13 08:57:52 INFO GTAnalysis.write_roi(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_firstfit.npy...\n" ] } ], "source": [ "gta.print_model()\n", "gta.free_sources(free=True)\n", "gta.print_model()\n", "first_fit=gta.fit()\n", "gta.print_model()\n", "gta.write_roi('SMC_firstfit',make_plots=True,save_model_map=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default fit will repeat the fit until a fit quality of 3 is obtained. After the fit returns all sources with free parameters will have their properties (flux, TS, NPred, etc.) updated in the ROIModel instance. The return value of the method is a dictionary containing the following diagnostic information about the fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fit also accepts keyword arguments which can be used to configure its behavior at runtime:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n", "[0.06897512 0.14098837 1.32411177 0.62478644 0.05717115 0.18539581\n", " 0.07944857 0.05971143 0.11155104 0.21146844 0.11248447 0.0826967\n", " 0.12099797 0.08760999 0.15519491 0.0615716 0.09687903 0.1599308\n", " 0.10136505 2.49923201 0.1704357 0.02041181 0.02279252 0.04930773]\n", "-78035.9995577\n", "[ 3.60516850e-01 1.91219709e+00 1.73806768e+00 3.24769612e+00\n", " 6.27231469e-01 1.24052645e+00 5.64444940e-01 4.78933136e-01\n", " 2.36532680e+00 1.31093846e+00 2.01633654e+00 4.85554010e-01\n", " 2.24771696e+00 4.02307719e-01 2.31324995e+00 5.44326655e-01\n", " 1.98899192e+00 1.37263734e+00 2.01250792e+00 2.06230598e+01\n", " -3.15999065e+00 9.72002812e-01 -1.24469681e-02 1.00754268e+00]\n" ] } ], "source": [ "print first_fit['fit_quality']\n", "print first_fit['errors']\n", "print first_fit['loglike']\n", "print first_fit['values']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Prefactor' 'Index' 'Scale' '' '' '' '' '' '' '']\n", "[ 2.06230598e-12 -3.15999065e+00 1.00000000e+03 nan\n", " nan nan nan nan\n", " nan nan]\n", "[2.49923201e-13 1.70435698e-01 nan nan\n", " nan nan nan nan\n", " nan nan]\n" ] } ], "source": [ "print gta.roi.sources[0]['param_names']\n", "print gta.roi.sources[0]['param_values']\n", "print gta.roi.sources[0]['param_errors']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The optimize method performs an automatic optimization of the ROI by fitting all sources with an iterative strategy. It is generally good practice to run this method once at the start of your analysis to ensure that all parameters are close to their global likelihood maxima." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:00:15 INFO GTAnalysis.load_roi(): Loading ROI file: /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/initial.npy\n", "2018-03-13 09:00:15 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.\n", "2018-03-13 09:00:33 INFO GTAnalysis.load_roi(): Finished Loading ROI\n", "2018-03-13 09:00:33 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "3FGL J0059.0-7242e 0.088 1.059 1.45e-05 2.22 nan 1434.2 \n", "3FGL J0112.9-7506 2.572 1.172 1.31e-06 2.17 nan 120.0 \n", "3FGL J0023.9-7203 2.662 0.714 9.3e-06 2.65 nan 1675.8 \n", "3FGL J0029.1-7045 3.008 0.506 2.49e-06 2.28 nan 269.9 \n", "3FGL J0021.6-6835 5.122 1.859 5.27e-07 2.65 nan 84.0 \n", "3FGL J2351.9-7601 5.495 1.027 3.74e-06 1.69 nan 117.5 \n", "3FGL J2338.7-7401 5.777 0.677 4.38e-06 1.89 nan 213.2 \n", "3FGL J0146.4-6746 6.423 0.420 1.03e-06 2.39 nan 123.7 \n", "3FGL J2336.5-7620 6.454 0.557 1.66e-06 2.33 nan 186.9 \n", "3FGL J0002.0-6722 7.153 0.483 2.07e-06 1.95 nan 113.2 \n", "isodiff --- 1.000 0.0313 2.12 nan 9076.7 \n", "galdiff --- 1.000 0.126 0.00 nan 17968.1 \n", "\n" ] } ], "source": [ "gta.load_roi('initial')\n", "gta.print_model()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:00:47 INFO GTAnalysis.load_roi(): Loading ROI file: /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_firstfit.npy\n", "2018-03-13 09:00:47 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.\n", "2018-03-13 09:01:05 INFO GTAnalysis.load_roi(): Finished Loading ROI\n", "2018-03-13 09:01:05 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 20.623 1.78e-06 3.16 276.72 384.7 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 *\n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 *\n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 *\n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 *\n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 *\n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 *\n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 *\n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "\n" ] } ], "source": [ "gta.load_roi('SMC_firstfit')\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TS Map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tsmap() generates a test statistic (TS) map for an additional source component centered at each spatial bin in the ROI. The methodology is similar to that of the gttsmap ST application but with the following approximations:\n", "\n", "* Evaluation of the likelihood is limited to pixels in the vicinity of the test source position.\n", "* The background model is fixed when fitting the test source amplitude.\n", "\n", "TS Cube is a related method that can also be used to generate TS maps as well as cubes (TS vs. position and energy)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:02:00 INFO GTAnalysis.tsmap(): Generating TS map\n", "2018-03-13 09:02:02 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.\n", "2018-03-13 09:02:26 INFO GTAnalysis.tsmap(): Finished TS map\n", "2018-03-13 09:02:26 INFO GTAnalysis.tsmap(): Execution time: 26.63 s\n" ] } ], "source": [ "tsmap_postfit = gta.tsmap(prefix='TSmap_start',make_plots=True,write_fits=True,write_npy=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'NPred')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(tsmap_postfit['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=5,subplot=121,cmap='magma')\n", "plt.gca().set_title('Sqrt(TS)')\n", "ROIPlotter(tsmap_postfit['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')\n", "plt.gca().set_title('NPred')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking to the TSmap it is quite clear that the model does not fit sufficiently well the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Residual Map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "residmap() calculates the residual between smoothed data and model maps. Whereas a TS map is only sensitive to positive deviations with respect to the model, residmap() is sensitive to both positive and negative residuals and therefore can be useful for assessing the model goodness-of-fit. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:05:01 INFO GTAnalysis.residmap(): Generating residual maps\n", "2018-03-13 09:05:01 INFO GTAnalysis.add_source(): Adding source residmap_testsource\n", "2018-03-13 09:05:04 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource\n", "2018-03-13 09:05:08 INFO GTAnalysis.residmap(): Finished residual maps\n", "2018-03-13 09:05:08 INFO GTAnalysis.residmap(): Execution time: 7.04 s\n" ] }, { "data": { "text/plain": [ "Text(0.5,1,u'Excess')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "resid = gta.residmap('SMC_postfit',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)\n", "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(resid['data'],roi=gta.roi).plot(vmin=50,vmax=400,subplot=121,cmap='magma')\n", "plt.gca().set_title('Data')\n", "ROIPlotter(resid['model'],roi=gta.roi).plot(vmin=50,vmax=400,subplot=122,cmap='magma')\n", "plt.gca().set_title('Model')\n", "\n", "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(resid['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')\n", "plt.gca().set_title('Significance')\n", "ROIPlotter(resid['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')\n", "plt.gca().set_title('Excess')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Source Localization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The localize() method can be used to spatially localize a source. Localization is performed by scanning the likelihood surface in source position in a local patch around the nominal source position. The fit to the source position proceeds in two iterations:\n", "\n", "TS Map Scan: Obtain a first estimate of the source position by generating a likelihood map of the region using the tsmap method. In this step all background parameters are fixed to their nominal values. The size of the search region used for this step is set with the dtheta_max parameter.\n", "Likelihood Scan: Refine the position of the source by performing a scan of the likelihood surface in a box centered on the best-fit position found in the first iteration. The size of the search region is set to encompass the 99% positional uncertainty contour. This method uses a full likelihood fit at each point in the likelihood scan and will re-fit all free parameters of the model.\n", "If a peak is found in the search region and the positional fit succeeds, the method will update the position of the source in the model to the new best-fit position." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:06:52 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 20.623 1.78e-06 3.16 276.72 384.7 \n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 \n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 \n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 \n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 \n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 \n", "\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Freeing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:06:52 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:06:52 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.000 20.623 1.78e-06 3.16 276.72 384.7 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 \n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "\n", "2018-03-13 09:06:52 INFO GTAnalysis.localize(): Running localization for SMC\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "2018-03-13 09:07:38 INFO GTAnalysis._localize(): Localization succeeded.\n", "2018-03-13 09:07:38 INFO GTAnalysis._localize(): Updating source SMC to localized position.\n", "2018-03-13 09:07:38 INFO GTAnalysis.delete_source(): Deleting source SMC\n", "2018-03-13 09:07:38 INFO GTAnalysis.add_source(): Adding source SMC\n", "2018-03-13 09:08:04 INFO GTAnalysis._localize(): Localization completed with new position:\n", "( ra, dec) = ( 14.4499 +/- 0.0735, -72.6676 +/- 0.0683)\n", "(glon,glat) = ( 302.2682 +/- 0.0753, -44.4524 +/- 0.0663)\n", "offset = 0.0835 r68 = 0.0853 r95 = 0.1376 r99 = 0.1707\n", "2018-03-13 09:08:04 INFO GTAnalysis._localize(): LogLike: -78032.740 DeltaLogLike: 3.259\n", "2018-03-13 09:08:04 INFO GTAnalysis.localize(): Finished localization.\n", "2018-03-13 09:08:10 INFO GTAnalysis.localize(): Execution time: 78.06 s\n", "2018-03-13 09:08:10 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 20.950 1.77e-06 3.18 288.19 386.8 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 \n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "\n" ] } ], "source": [ "gta.free_sources(free=False)\n", "gta.print_model()\n", "gta.free_sources(skydir=gta.roi[gta.roi.sources[0].name].skydir,distance=[3.0],free=True)\n", "gta.print_model()\n", "localsmc = gta.localize(gta.roi.sources[0].name, update=True, make_plots=True)\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The SMC is relocalized at 0.07deg." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "302.268226533\n", "-44.4524360596\n", "0.08528579471406204\n", "0.13763414643974695\n", "0.17066426620183411\n", "0.09458478815924073\n", "0.03343522651941691\n", "3.25905231918\n" ] } ], "source": [ "print localsmc['glon']\n", "print localsmc['glat']\n", "print localsmc['pos_r68']\n", "print localsmc['pos_r95']\n", "print localsmc['pos_r99']\n", "print localsmc['pos_err_semimajor']\n", "print localsmc['pos_err_semiminor']\n", "print localsmc['dloglike_loc']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extension Fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The extension() method executes a source extension analysis for a given source by computing a likelihood ratio test with respect to the no-extension (point-source) hypothesis and a best-fit model for extension. The best-fit extension is found by performing a likelihood profile scan over the source width (68% containment) and fitting for the extension that maximizes the model likelihood. Currently this method supports two models for extension: a 2D Gaussian (RadialGaussian) or a 2D disk (RadialDisk).\n", "\n", "By default the method will fix all background parameters before performing the extension fit. One can leave background parameters free by setting free_background=True." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Fixing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:10:34 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 20.950 1.77e-06 3.18 288.19 386.8 \n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 \n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 \n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 \n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 \n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 \n", "\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:10:34 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:10:34 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 20.950 1.77e-06 3.18 288.19 386.8 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 *\n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "\n", "2018-03-13 09:10:34 INFO GTAnalysis.extension(): Running extension fit for SMC\n", "2018-03-13 09:10:53 INFO GTAnalysis._extension(): Fitting extended-source model.\n", "2018-03-13 09:11:07 INFO GTAnalysis._extension(): Generating TS map.\n", "2018-03-13 09:11:52 INFO GTAnalysis._extension(): Testing point-source model.\n", "2018-03-13 09:12:26 INFO GTAnalysis._extension(): Best-fit extension: 1.1948 + 0.0606 - 0.0592\n", "2018-03-13 09:12:26 INFO GTAnalysis._extension(): TS_ext: 439.901\n", "2018-03-13 09:12:26 INFO GTAnalysis._extension(): Extension UL: 1.2968\n", "2018-03-13 09:12:26 INFO GTAnalysis._extension(): LogLike: -77813.055 DeltaLogLike: 219.686\n", "2018-03-13 09:12:26 INFO GTAnalysis.extension(): Finished extension fit.\n", "/nfs/slac/kipac/fs1/u/mdimauro/software/fermipy/fermipy/plotting.py:1439: RuntimeWarning: invalid value encountered in greater\n", " m = ext['ebin_ts_ext'] > 4.0\n", "/u/gl/mdimauro/kipac/software/anaconda/lib/python2.7/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", " out[a <= 0] = -1000\n", "2018-03-13 09:12:34 INFO GTAnalysis.extension(): Execution time: 120.03 s\n", "2018-03-13 09:12:34 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 47.779 9.68e-06 2.47 727.57 1323.9 *\n", "3FGL J0112.9-7506 2.572 1.311 2.1e-06 2.02 152.25 144.0 *\n", "3FGL J0023.9-7203 2.662 0.627 9.93e-06 2.72 5150.54 1829.1 *\n", "3FGL J0029.1-7045 3.008 0.479 2.02e-06 2.37 259.37 244.4 *\n", "3FGL J0021.6-6835 5.122 1.738 1.8e-07 3.25 7.93 39.4 \n", "3FGL J2351.9-7601 5.495 1.373 2.78e-06 2.01 221.06 187.3 \n", "3FGL J2338.7-7401 5.777 0.544 2.8e-06 1.99 240.57 170.0 \n", "3FGL J0146.4-6746 6.423 0.486 1.62e-06 2.25 174.99 159.8 \n", "3FGL J2336.5-7620 6.454 0.402 1.25e-06 2.31 108.23 136.7 \n", "3FGL J0002.0-6722 7.153 0.361 1.68e-06 1.91 77.30 85.2 \n", "galdiff --- 0.972 0.124 -0.01 4491.45 17606.1 *\n", "isodiff --- 1.008 0.0316 2.12 1360.62 9145.2 *\n", "\n" ] } ], "source": [ "gta.free_sources(free=False)\n", "gta.print_model()\n", "gta.free_sources(skydir=gta.roi[gta.roi.sources[0].name].skydir,distance=[3.0],free=True)\n", "gta.print_model()\n", "extensionsmc = gta.extension(gta.roi.sources[0].name,update=True,make_plots=True,sqrt_ts_threshold=3.0,spatial_model='RadialGaussian')\n", "gta.print_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this specific case SMC is found to be extended with TSext=371 and with an angular extension of 1.19\\pm0.07deg." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.19481832399\n", "0.06058810038300022\n", "0.05922762264108816\n", "0.05990786151204419\n", "1.19481832399\n", "1.2967768993\n", "439.900505393\n" ] } ], "source": [ "print extensionsmc['ext']\n", "print extensionsmc['ext_err_hi']\n", "print extensionsmc['ext_err_lo']\n", "print extensionsmc['ext_err']\n", "print extensionsmc['ext']\n", "print extensionsmc['ext_ul95']\n", "print extensionsmc['ts_ext']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Source Finding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "find_sources() is an iterative source-finding algorithm that uses peak detection on a TS map to find new source candidates. The procedure for adding new sources at each iteration is as follows:\n", "\n", "* Generate a TS map for the test source model defined with the model argument.\n", "* Identify peaks with sqrt(TS) > sqrt_ts_threshold and an angular distance of at least min_separation from a higher amplitude peak in the map.\n", "* Order the peaks by TS and add a source at each peak starting from the highest TS peak. Set the source position by fitting a 2D parabola to the log-likelihood surface around the peak maximum. After adding each source, re-fit its spectral parameters.\n", "* Add sources at the N highest peaks up to N = sources_per_iter.\n", "\n", "Source finding is repeated up to max_iter iterations or until no peaks are found in a given iteration. Sources found by the method are added to the model and given designations PS JXXXX.X+XXXX according to their position in celestial coordinates." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 09:14:13 INFO GTAnalysis.find_sources(): Starting.\n", "2018-03-13 09:14:13 INFO GTAnalysis.tsmap(): Generating TS map\n", "2018-03-13 09:14:36 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.\n", "2018-03-13 09:14:57 INFO GTAnalysis.tsmap(): Finished TS map\n", "2018-03-13 09:15:00 INFO GTAnalysis.tsmap(): Execution time: 46.53 s\n", "2018-03-13 09:15:00 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source\n", "name: PS J0000.6-7353\n", "ts: 44.720868\n", "2018-03-13 09:15:00 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source\n", "name: PS J0040.7-7158\n", "ts: 42.125491\n", "2018-03-13 09:15:00 INFO GTAnalysis.add_source(): Adding source PS J0000.6-7353\n", "2018-03-13 09:15:23 INFO GTAnalysis.free_source(): Fixing parameters for PS J0000.6-7353 : ['Prefactor']\n", "2018-03-13 09:15:23 INFO GTAnalysis.add_source(): Adding source PS J0040.7-7158\n", "2018-03-13 09:15:44 INFO GTAnalysis.free_source(): Fixing parameters for PS J0040.7-7158 : ['Prefactor']\n", "2018-03-13 09:15:44 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0000.6-7353.\n", "2018-03-13 09:15:44 INFO GTAnalysis.free_source(): Freeing parameters for PS J0000.6-7353 : ['Prefactor', 'Index']\n", "2018-03-13 09:15:44 INFO GTAnalysis.fit(): Starting fit.\n", "2018-03-13 09:16:03 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-03-13 09:16:03 INFO GTAnalysis.fit(): LogLike: -77744.736 DeltaLogLike: 22.995 \n", "2018-03-13 09:16:03 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.184642555571382, 'value': -2.1660178032796793},\n", " 'Prefactor': {'error': 6.843783415525688e-14,\n", " 'value': 2.1361559145568064e-13},\n", " 'Scale': {'error': nan, 'value': 1000.0}}\n", "2018-03-13 09:16:03 INFO GTAnalysis.free_source(): Fixing parameters for PS J0000.6-7353 : ['Prefactor', 'Index']\n", "2018-03-13 09:16:03 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0040.7-7158.\n", "2018-03-13 09:16:03 INFO GTAnalysis.free_source(): Freeing parameters for PS J0040.7-7158 : ['Prefactor', 'Index']\n", "2018-03-13 09:16:03 INFO GTAnalysis.fit(): Starting fit.\n", "2018-03-13 09:16:22 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-03-13 09:16:22 INFO GTAnalysis.fit(): LogLike: -77743.932 DeltaLogLike: 0.805 \n", "2018-03-13 09:16:22 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.19170865613130725, 'value': -2.238433246474525},\n", " 'Prefactor': {'error': 8.011028793195936e-14,\n", " 'value': 2.6215126267762433e-13},\n", " 'Scale': {'error': nan, 'value': 1000.0}}\n", "2018-03-13 09:16:22 INFO GTAnalysis.free_source(): Fixing parameters for PS J0040.7-7158 : ['Prefactor', 'Index']\n", "2018-03-13 09:16:22 INFO GTAnalysis.find_sources(): Found 2 sources in iteration 0.\n", "2018-03-13 09:16:22 INFO GTAnalysis.tsmap(): Generating TS map\n", "2018-03-13 09:16:44 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.\n", "2018-03-13 09:17:05 INFO GTAnalysis.tsmap(): Finished TS map\n", "2018-03-13 09:17:08 INFO GTAnalysis.tsmap(): Execution time: 46.20 s\n", "2018-03-13 09:17:09 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source\n", "name: PS J0103.0-7052\n", "ts: 26.876002\n", "2018-03-13 09:17:09 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source\n", "name: PS J0046.3-7048\n", "ts: 25.508696\n", "2018-03-13 09:17:09 INFO GTAnalysis.add_source(): Adding source PS J0103.0-7052\n", "2018-03-13 09:17:31 INFO GTAnalysis.free_source(): Fixing parameters for PS J0103.0-7052 : ['Prefactor']\n", "2018-03-13 09:17:31 INFO GTAnalysis.add_source(): Adding source PS J0046.3-7048\n", "2018-03-13 09:17:53 INFO GTAnalysis.free_source(): Fixing parameters for PS J0046.3-7048 : ['Prefactor']\n", "2018-03-13 09:17:53 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0103.0-7052.\n", "2018-03-13 09:17:53 INFO GTAnalysis.free_source(): Freeing parameters for PS J0103.0-7052 : ['Prefactor', 'Index']\n", "2018-03-13 09:17:53 INFO GTAnalysis.fit(): Starting fit.\n", "2018-03-13 09:18:12 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-03-13 09:18:12 INFO GTAnalysis.fit(): LogLike: -77712.184 DeltaLogLike: 4.474 \n", "2018-03-13 09:18:12 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.27417400739407566, 'value': -2.7124639590250013},\n", " 'Prefactor': {'error': 1.0309671512023029e-13,\n", " 'value': 3.520441598515751e-13},\n", " 'Scale': {'error': nan, 'value': 1000.0}}\n", "2018-03-13 09:18:12 INFO GTAnalysis.free_source(): Fixing parameters for PS J0103.0-7052 : ['Prefactor', 'Index']\n", "2018-03-13 09:18:12 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0046.3-7048.\n", "2018-03-13 09:18:12 INFO GTAnalysis.free_source(): Freeing parameters for PS J0046.3-7048 : ['Prefactor', 'Index']\n", "2018-03-13 09:18:12 INFO GTAnalysis.fit(): Starting fit.\n", "2018-03-13 09:18:31 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0\n", "2018-03-13 09:18:31 INFO GTAnalysis.fit(): LogLike: -77712.132 DeltaLogLike: 0.052 \n", "2018-03-13 09:18:31 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.21711986634268787, 'value': -1.9855444452158932},\n", " 'Prefactor': {'error': 4.587648680868577e-14, 'value': 9.997463097614407e-14},\n", " 'Scale': {'error': nan, 'value': 1000.0}}\n", "2018-03-13 09:18:31 INFO GTAnalysis.free_source(): Fixing parameters for PS J0046.3-7048 : ['Prefactor', 'Index']\n", "2018-03-13 09:18:31 INFO GTAnalysis.find_sources(): Found 2 sources in iteration 1.\n", "2018-03-13 09:18:31 INFO GTAnalysis.tsmap(): Generating TS map\n", "2018-03-13 09:18:56 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.\n", "2018-03-13 09:19:18 INFO GTAnalysis.tsmap(): Finished TS map\n", "2018-03-13 09:19:20 INFO GTAnalysis.tsmap(): Execution time: 49.83 s\n", "2018-03-13 09:19:20 INFO GTAnalysis.find_sources(): Found 0 sources in iteration 2.\n", "2018-03-13 09:19:20 INFO GTAnalysis.find_sources(): Done.\n", "2018-03-13 09:19:20 INFO GTAnalysis.find_sources(): Execution time: 307.02 s\n" ] } ], "source": [ "gta.free_sources()\n", "model = {'Index' : 2.0, 'SpatialModel' : 'PointSource'}\n", "findsource26 = gta.find_sources(model=model,sqrt_ts_threshold=5,min_separation=0.2,tsmap_fitter='tsmap')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:20:42 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 47.942 9.77e-06 2.46 698.09 1331.1 *\n", "PS J0040.7-7158 1.523 2.622 8.5e-07 2.24 48.32 86.4 \n", "PS J0103.0-7052 1.912 3.520 4.88e-07 2.71 36.24 82.7 \n", "PS J0046.3-7048 2.137 1.000 6.5e-07 1.99 27.36 41.6 \n", "3FGL J0112.9-7506 2.572 1.322 2.14e-06 2.01 157.80 145.4 *\n", "3FGL J0023.9-7203 2.662 0.602 9.81e-06 2.70 5132.30 1795.5 *\n", "3FGL J0029.1-7045 3.008 0.477 2.05e-06 2.36 267.02 244.7 *\n", "PS J0000.6-7353 4.263 2.136 8.28e-07 2.17 53.69 74.6 \n", "3FGL J0021.6-6835 5.122 2.285 2.2e-07 3.30 11.97 49.0 *\n", "3FGL J2351.9-7601 5.495 1.426 2.82e-06 2.03 236.66 197.5 *\n", "3FGL J2338.7-7401 5.777 0.566 2.83e-06 2.00 255.23 176.9 *\n", "3FGL J0146.4-6746 6.423 0.528 1.65e-06 2.27 191.87 170.0 *\n", "3FGL J2336.5-7620 6.454 0.445 1.28e-06 2.35 119.29 147.2 *\n", "3FGL J0002.0-6722 7.153 0.395 1.7e-06 1.94 86.65 92.5 *\n", "galdiff --- 0.947 0.122 -0.02 5149.26 17203.7 *\n", "isodiff --- 0.914 0.0286 2.12 1182.94 8292.9 *\n", "\n", "2018-03-13 09:20:42 INFO GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_relext_TS25_00.xml...\n", "2018-03-13 09:20:43 INFO GTAnalysis.write_fits(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_relext_TS25.fits...\n", "2018-03-13 09:20:52 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.\n", "2018-03-13 09:20:59 INFO GTAnalysis.write_roi(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/SMC_relext_TS25.npy...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gta.print_model()\n", "gta.write_roi('SMC_relext_TS25',make_plots=True,save_model_map=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:21:16 INFO GTAnalysis.tsmap(): Generating TS map\n", "2018-03-13 09:21:43 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.\n", "2018-03-13 09:22:09 INFO GTAnalysis.tsmap(): Finished TS map\n", "2018-03-13 09:22:13 INFO GTAnalysis.tsmap(): Execution time: 56.80 s\n" ] } ], "source": [ "tsmap_postfit = gta.tsmap(prefix='TSmap_relext_TS25',make_plots=True,write_fits=True,write_npy=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'NPred')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(tsmap_postfit['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=6,subplot=121,cmap='magma')\n", "plt.gca().set_title('Sqrt(TS)')\n", "ROIPlotter(tsmap_postfit['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')\n", "plt.gca().set_title('NPred')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-12 01:20:51 INFO GTAnalysis.residmap(): Generating residual maps\n", "2018-03-12 01:20:51 INFO GTAnalysis.add_source(): Adding source residmap_testsource\n", "2018-03-12 01:20:54 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource\n", "2018-03-12 01:20:59 INFO GTAnalysis.residmap(): Finished residual maps\n", "2018-03-12 01:20:59 INFO GTAnalysis.residmap(): Execution time: 7.56 s\n" ] } ], "source": [ "resid = gta.residmap('TSmap_relext_TS26',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'Excess')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(resid['data'],roi=gta.roi).plot(vmin=50,vmax=400,subplot=121,cmap='magma')\n", "plt.gca().set_title('Data')\n", "ROIPlotter(resid['model'],roi=gta.roi).plot(vmin=50,vmax=400,subplot=122,cmap='magma')\n", "plt.gca().set_title('Model')\n", "\n", "fig = plt.figure(figsize=(14,6))\n", "ROIPlotter(resid['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')\n", "plt.gca().set_title('Significance')\n", "ROIPlotter(resid['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')\n", "plt.gca().set_title('Excess')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sed Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sed() method computes a spectral energy distribution (SED) by performing independent fits for the flux normalization of a source in bins of energy. The normalization in each bin is fit using a power-law spectral parameterization with a fixed index. The value of this index can be set with the bin_index parameter or allowed to vary over the energy range according to the local slope of the global spectral model (with the use_local_index parameter).\n", "\n", "The free_background, free_radius, and cov_scale parameters control how nuisance parameters are dealt with in the fit. By default the method will fix the parameters of background components ROI when fitting the source normalization in each energy bin (free_background=False). Setting free_background=True will profile the normalizations of all background components that were free when the method was executed. In order to minimize overfitting, background normalization parameters are constrained with priors taken from the global fit. The strength of the priors is controlled with the cov_scale parameter. A larger (smaller) value of cov_scale applies a weaker (stronger) constraint on the background amplitude. Setting cov_scale=None performs an unconstrained fit without priors.\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0021.6-6835 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2351.9-7601 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2338.7-7401 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0146.4-6746 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J2336.5-7620 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0002.0-6722 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:22:31 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 47.942 9.77e-06 2.46 698.09 1331.1 \n", "PS J0040.7-7158 1.523 2.622 8.5e-07 2.24 48.32 86.4 \n", "PS J0103.0-7052 1.912 3.520 4.88e-07 2.71 36.24 82.7 \n", "PS J0046.3-7048 2.137 1.000 6.5e-07 1.99 27.36 41.6 \n", "3FGL J0112.9-7506 2.572 1.322 2.14e-06 2.01 157.80 145.4 \n", "3FGL J0023.9-7203 2.662 0.602 9.81e-06 2.70 5132.30 1795.5 \n", "3FGL J0029.1-7045 3.008 0.477 2.05e-06 2.36 267.02 244.7 \n", "PS J0000.6-7353 4.263 2.136 8.28e-07 2.17 53.69 74.6 \n", "3FGL J0021.6-6835 5.122 2.285 2.2e-07 3.30 11.97 49.0 \n", "3FGL J2351.9-7601 5.495 1.426 2.82e-06 2.03 236.66 197.5 \n", "3FGL J2338.7-7401 5.777 0.566 2.83e-06 2.00 255.23 176.9 \n", "3FGL J0146.4-6746 6.423 0.528 1.65e-06 2.27 191.87 170.0 \n", "3FGL J2336.5-7620 6.454 0.445 1.28e-06 2.35 119.29 147.2 \n", "3FGL J0002.0-6722 7.153 0.395 1.7e-06 1.94 86.65 92.5 \n", "galdiff --- 0.947 0.122 -0.02 5149.26 17203.7 \n", "isodiff --- 0.914 0.0286 2.12 1182.94 8292.9 \n", "\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for SMC : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for PS J0040.7-7158 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for PS J0103.0-7052 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for PS J0046.3-7048 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.9-7203 : ['norm', 'alpha', 'beta']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0112.9-7506 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0029.1-7045 : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']\n", "2018-03-13 09:22:31 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']\n", "2018-03-13 09:22:31 INFO GTAnalysis.print_model(): \n", "sourcename offset norm eflux index ts npred free\n", "--------------------------------------------------------------------------------\n", "SMC 0.083 47.942 9.77e-06 2.46 698.09 1331.1 *\n", "PS J0040.7-7158 1.523 2.622 8.5e-07 2.24 48.32 86.4 *\n", "PS J0103.0-7052 1.912 3.520 4.88e-07 2.71 36.24 82.7 *\n", "PS J0046.3-7048 2.137 1.000 6.5e-07 1.99 27.36 41.6 *\n", "3FGL J0112.9-7506 2.572 1.322 2.14e-06 2.01 157.80 145.4 *\n", "3FGL J0023.9-7203 2.662 0.602 9.81e-06 2.70 5132.30 1795.5 *\n", "3FGL J0029.1-7045 3.008 0.477 2.05e-06 2.36 267.02 244.7 *\n", "PS J0000.6-7353 4.263 2.136 8.28e-07 2.17 53.69 74.6 \n", "3FGL J0021.6-6835 5.122 2.285 2.2e-07 3.30 11.97 49.0 \n", "3FGL J2351.9-7601 5.495 1.426 2.82e-06 2.03 236.66 197.5 \n", "3FGL J2338.7-7401 5.777 0.566 2.83e-06 2.00 255.23 176.9 \n", "3FGL J0146.4-6746 6.423 0.528 1.65e-06 2.27 191.87 170.0 \n", "3FGL J2336.5-7620 6.454 0.445 1.28e-06 2.35 119.29 147.2 \n", "3FGL J0002.0-6722 7.153 0.395 1.7e-06 1.94 86.65 92.5 \n", "galdiff --- 0.947 0.122 -0.02 5149.26 17203.7 *\n", "isodiff --- 0.914 0.0286 2.12 1182.94 8292.9 *\n", "\n", "2018-03-13 09:22:31 INFO GTAnalysis.sed(): Computing SED for SMC\n", "2018-03-13 09:22:33 INFO GTAnalysis._make_sed(): Fitting SED\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for SMC : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for PS J0040.7-7158 : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for PS J0103.0-7052 : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for PS J0046.3-7048 : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0112.9-7506 : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.9-7203 : ['alpha', 'beta']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0029.1-7045 : ['Index']\n", "2018-03-13 09:22:33 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Index']\n", "2018-03-13 09:22:38 INFO GTAnalysis.sed(): Finished SED\n", "2018-03-13 09:22:44 INFO GTAnalysis.sed(): Execution time: 12.54 s\n" ] } ], "source": [ "gta.free_sources(free=False)\n", "gta.print_model()\n", "gta.free_sources(skydir=gta.roi[gta.roi.sources[0].name].skydir,distance=[3.0],free=True)\n", "gta.print_model()\n", "sedsmc = gta.sed(gta.roi.sources[0].name, bin_index=2.2, outfile='sedSMC.fits', loge_bins=None,write_npy=True,write_fits=True,make_plots=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1000. 1326.41675759 1759.38141482 2333.67299161\n", " 3095.42296281 4105.8208897 5446.02963176 7223.70496591\n", " 9581.64331867 12709.25226315 16857.76517829 22360.93710169\n", " 29659.92168712 39341.41715463 52183.11498128 69216.55817447\n", " 91810.00266538 121778.32604983 161528.81238386 214254.52357972\n", " 284190.7904658 376955.42682685]\n", "[ 1326.41675759 1759.38141482 2333.67299161 3095.42296281\n", " 4105.8208897 5446.02963176 7223.70496591 9581.64331867\n", " 12709.25226315 16857.76517829 22360.93710169 29659.92168712\n", " 39341.41715463 52183.11498128 69216.55817447 91810.00266538\n", " 121778.32604983 161528.81238386 214254.52357972 284190.7904658\n", " 376955.42682685 499999.99500797]\n", "[ 1151.70167908 1527.63640687 2026.28252958 2687.69510285\n", " 3565.00382372 4728.68081266 6272.20147121 8319.5531384\n", " 11035.19469844 14637.26717129 19415.33998741 25753.12880578\n", " 34159.38160838 45309.5761943 60099.38114346 79716.82626953\n", " 105737.73422587 140252.30258689 186033.00444196 246757.2945568\n", " 327303.01055795 434140.19801402]\n", "[1.02016476e-09 7.86846549e-10 4.73163986e-10 3.26288567e-10\n", " 1.97347624e-10 1.82338234e-10 1.17613474e-10 5.91452927e-11\n", " 4.61522831e-11 3.93363181e-11 4.13944563e-12 1.08267301e-11\n", " 7.83815348e-18 1.70283486e-15 1.57203824e-12 5.37361758e-12\n", " 1.48993626e-18 3.56483391e-12 7.98415926e-16 4.31703221e-19\n", " 1.72970813e-17 1.89489559e-19]\n", "[1.16947343e-06 1.19643770e-06 9.54314947e-07 8.72894789e-07\n", " 7.00280361e-07 8.58218333e-07 7.34272259e-07 4.89779078e-07\n", " 5.06936117e-07 5.73104411e-07 7.99957469e-08 2.77528351e-07\n", " 2.66504046e-13 7.67967033e-11 9.40401147e-08 4.26379975e-07\n", " 1.56811437e-13 4.97656115e-07 1.47842479e-10 1.06031605e-13\n", " 5.63511615e-12 8.18832984e-14]\n", "[4.13945472e-06 4.23489712e-06 3.37788221e-06 3.08968836e-06\n", " 2.47870431e-06 3.03773974e-06 2.59902165e-06 1.73361639e-06\n", " 1.79434525e-06 2.02855378e-06 2.83128941e-07 9.82336161e-07\n", " 9.43314659e-13 2.71828728e-10 3.32863309e-07 1.50920966e-06\n", " 5.55047959e-13 1.76149786e-06 5.23301538e-10 3.75308248e-13\n", " 1.99459923e-11 2.89833182e-13]\n", "[3.57457727e-12 2.09102337e-12 9.85639032e-13 5.24992593e-13\n", " 2.53393928e-13 1.73647623e-13 8.92539135e-14 3.93073862e-14\n", " 2.44782154e-14 1.57265044e-14 3.81202464e-15 3.92282994e-15\n", " 5.60883997e-16 3.57101727e-16 5.95546547e-16 6.88376240e-16\n", " 1.03712119e-16 2.79118964e-16 1.06075696e-16 4.44878898e-17\n", " 4.19337458e-17 2.61133133e-17]\n", "[190.89735344 187.18546457 111.19498372 89.01072571 50.8739082\n", " 62.22808002 39.34301312 14.64073365 10.75652728 11.70868956\n", " 0.22255517 1.73442852 0. 0. 0.19260381\n", " 2.48134577 0. 2.98256995 0. 0.\n", " 0. 0. ]\n" ] } ], "source": [ "print sedsmc['e_min']\n", "print sedsmc['e_max']\n", "print sedsmc['e_ref']\n", "print sedsmc['flux']\n", "print sedsmc['eflux']\n", "print sedsmc['e2dnde']\n", "print sedsmc['dnde_ul95']\n", "print sedsmc['ts']" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[4.71409425e-06 4.85128874e-06 4.02094136e-06 3.77214791e-06\n", " 3.20198520e-06 3.86513404e-06 3.49981956e-06 2.70842598e-06\n", " 2.95706031e-06 3.34772891e-06 1.43144178e-06 2.57908864e-06\n", " 6.49215943e-07 7.27163568e-07 2.14463923e-06 4.34605770e-06\n", " 1.15856263e-06 5.49327998e-06 3.63567505e-06 2.70878298e-06\n", " 4.45468680e-06 4.92143383e-06]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# E^2 x Differential flux ULs in each bin in units of MeV cm^{-2} s^{-1}\n", "print sedsmc['e2dnde_ul95']\n", "\n", "e2dnde_scan = sedsmc['norm_scan']*sedsmc['ref_e2dnde'][:,None]\n", "\n", "plt.figure()\n", "plt.plot(e2dnde_scan[0],sedsmc['dloglike_scan'][0]-np.max(sedsmc['dloglike_scan'][0]))\n", "plt.gca().set_ylim(-5,1)\n", "plt.gca().axvline(sedsmc['e2dnde_ul95'][0],color='k')\n", "plt.gca().axhline(-2.71/2.,color='r')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e-07, 1e-05)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,4))\n", "ylim=[1E-7,1E-5]\n", "fig.add_subplot(121)\n", "SEDPlotter(sedsmc).plot()\n", "plt.gca().set_ylim(ylim)\n", "\n", "fig = plt.figure(figsize=(14,4))\n", "\n", "fig.add_subplot(121)\n", "SEDPlotter(sedsmc).plot(showlnl=True,ylim=ylim)\n", "plt.gca().set_ylim(ylim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Light curve" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "lightcurve() fits the charateristics of a source (flux, TS, etc.) in a sequence of time bins. This method uses the data selection and model of a baseline analysis (e.g. the full mission) and is therefore restricted to analyzing time bins that are encompassed by the time selection of the baseline analysis. In general when using this method it is recommended to use a baseline time selection of at least several years or more to ensure the best characterization of background sources in the ROI.\n", "\n", "When fitting a time bin the method will initialize the model to the current parameters of the baseline analysis. The parameters to be refit in each time bin may be controlled with free_background, free_sources, free_radius, free_params, and shape_ts_threshold options." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the lightcurve method will run an end-to-end analysis in each time bin using the same processing steps as the baseline analysis. Depending on the data selection and ROI size each time bin may take 10-15 minutes to process. There are several options which can be used to reduce the lightcurve computation time. The multithread option splits the analysis of time bins across multiple cores." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The use_scaled_srcmap option generates an approximate source map for each time bin by scaling the source map of the baseline analysis by the relative exposure." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 09:59:28 INFO GTAnalysis.lightcurve(): Computing Lightcurve for SMC\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: The WCS transformation has more axes (2) than the image it is associated with (0) [astropy.wcs.wcs]\n", "2018-03-06 09:59:31 INFO lightcurve_273737042_307916667 GTAnalysis._process_lc_bin(): Fitting time range 273737042 307916667\n", "2018-03-06 09:59:31 INFO lightcurve_239557417_273737042 GTAnalysis._process_lc_bin(): Fitting time range 239557417 273737042\n", "2018-03-06 09:59:31 INFO lightcurve_307916667_342096292 GTAnalysis._process_lc_bin(): Fitting time range 307916667 342096292\n", "2018-03-06 09:59:31 INFO lightcurve_376275917_410455542 GTAnalysis._process_lc_bin(): Fitting time range 376275917 410455542\n", "2018-03-06 09:59:32 INFO lightcurve_410455542_444635167 GTAnalysis._process_lc_bin(): Fitting time range 410455542 444635167\n", "2018-03-06 09:59:32 INFO lightcurve_342096292_376275917 GTAnalysis._process_lc_bin(): Fitting time range 342096292 376275917\n", "2018-03-06 09:59:32 INFO lightcurve_444635167_478814792 GTAnalysis._process_lc_bin(): Fitting time range 444635167 478814792\n", "2018-03-06 09:59:32 INFO lightcurve_478814792_512994417 GTAnalysis._process_lc_bin(): Fitting time range 478814792 512994417\n", "2018-03-06 09:59:35 INFO lightcurve_376275917_410455542 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:35 INFO lightcurve_273737042_307916667 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:35 INFO lightcurve_307916667_342096292 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:35 INFO lightcurve_444635167_478814792 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:35 INFO lightcurve_239557417_273737042 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:35 INFO lightcurve_410455542_444635167 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:36 INFO lightcurve_478814792_512994417 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "2018-03-06 09:59:36 INFO lightcurve_342096292_376275917 GTBinnedAnalysis._create_ltcube(): Generating local LT cube.\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Invalid parameter value: invalid date ' ''. [astropy.wcs.wcs]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "WARNING: AstropyDeprecationWarning: \"clobber\" was deprecated in version 2.0 and will be removed in a future version. Use argument \"overwrite\" instead. [astropy.utils.decorators]\n", "2018-03-06 10:06:15 INFO lightcurve_307916667_342096292 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_307916667_342096292/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:24 INFO lightcurve_478814792_512994417 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_478814792_512994417/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape 3FGL J0023.9-7203 TS: 650.747\n", "Fitting shape 3FGL J2338.7-7401 TS: 139.308\n", "Fitting shape SMC TS: 97.090\n", "Fitting shape 3FGL J2336.5-7620 TS: 35.448\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:34 INFO lightcurve_342096292_376275917 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_342096292_376275917/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape 3FGL J0029.1-7045 TS: 31.645\n", "Fitting shape 3FGL J0146.4-6746 TS: 24.834\n", "Fitting shape 3FGL J0112.9-7506 TS: 16.003\n", "Fitting shape 3FGL J0023.9-7203 TS: 774.271\n", "Fitting shape SMC TS: 107.830\n", "Fitting shape 3FGL J0112.9-7506 TS: 55.524\n", "Fitting shape 3FGL J2351.9-7601 TS: 36.849\n", "Fitting shape 3FGL J2338.7-7401 TS: 24.165\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:44 INFO lightcurve_444635167_478814792 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_444635167_478814792/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J2336.5-7620 TS: 16.783\n", "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape 3FGL J0023.9-7203 TS: 758.502\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:47 INFO lightcurve_410455542_444635167 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_410455542_444635167/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape 3FGL J0029.1-7045 TS: 121.157\n", "Fitting shape SMC TS: 99.041\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:48 INFO lightcurve_376275917_410455542 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_376275917_410455542/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape 3FGL J2336.5-7620 TS: 24.979\n", "Fitting shape 3FGL J0112.9-7506 TS: 22.872\n", "Fitting shape 3FGL J2351.9-7601 TS: 21.466\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:51 INFO lightcurve_239557417_273737042 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_239557417_273737042/base_00.xml...\n", "2018-03-06 10:06:51 INFO lightcurve_307916667_342096292 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_307916667_342096292/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC']\n", "Fitting shape 3FGL J0146.4-6746 TS: 20.529\n", "Fitting shape PS J0046.3-7048 TS: 16.553\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:06:58 INFO lightcurve_307916667_342096292 GTAnalysis._process_lc_bin(): Finished time range 307916667 342096292\n", "2018-03-06 10:06:58 INFO lightcurve_478814792_512994417 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_478814792_512994417/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J0023.9-7203 TS: 709.094\n", "Fitting shape SMC TS: 125.796\n", "Fitting shape 3FGL J0023.9-7203 TS: 632.319\n", "Fitting shape 3FGL J0023.9-7203 TS: 500.975\n", "Fitting shape 3FGL J2351.9-7601 TS: 85.535\n", "Fitting shape SMC TS: 88.057\n", "Fitting shape SMC TS: 81.265\n", "Fitting shape 3FGL J0146.4-6746 TS: 78.907\n", "Fitting shape 3FGL J0029.1-7045 TS: 42.400\n", "Fitting shape 3FGL J0146.4-6746 TS: 56.923\n", "Fitting shape 3FGL J2338.7-7401 TS: 36.516\n", "Fitting shape 3FGL J2338.7-7401 TS: 26.094\n", "Fitting shape 3FGL J0029.1-7045 TS: 26.127\n", "Fitting shape 3FGL J0002.0-6722 TS: 24.416\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:05 INFO lightcurve_478814792_512994417 GTAnalysis._process_lc_bin(): Finished time range 478814792 512994417\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J0023.9-7203 TS: 528.051\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:06 INFO lightcurve_273737042_307916667 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_273737042_307916667/base_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Joint fit ['3FGL J0023.9-7203', 'SMC', '3FGL J0029.1-7045']\n", "Fitting shape SMC TS: 72.762\n", "Fitting shape 3FGL J0029.1-7045 TS: 40.064\n", "Fitting shape 3FGL J2351.9-7601 TS: 37.347\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:08 INFO lightcurve_342096292_376275917 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_342096292_376275917/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J0002.0-6722 TS: 21.948\n", "Fitting shape 3FGL J0112.9-7506 TS: 16.623\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:13 INFO lightcurve_342096292_376275917 GTAnalysis._process_lc_bin(): Finished time range 342096292 376275917\n", "2018-03-06 10:07:14 INFO lightcurve_376275917_410455542 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_376275917_410455542/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J0023.9-7203 TS: 693.836\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:15 INFO lightcurve_410455542_444635167 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_410455542_444635167/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape SMC TS: 85.350\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:15 INFO lightcurve_444635167_478814792 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_444635167_478814792/fit_model_final_00.xml...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J2351.9-7601 TS: 46.093\n", "Fitting shape 3FGL J2338.7-7401 TS: 25.605\n", "Fitting shape 3FGL J0029.1-7045 TS: 25.038\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:17 INFO lightcurve_376275917_410455542 GTAnalysis._process_lc_bin(): Finished time range 376275917 410455542\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting shape 3FGL J0112.9-7506 TS: 20.364\n", "Fitting shape PS J0103.0-7052 TS: 16.484\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-03-06 10:07:18 INFO lightcurve_410455542_444635167 GTAnalysis._process_lc_bin(): Finished time range 410455542 444635167\n", "2018-03-06 10:07:19 INFO lightcurve_444635167_478814792 GTAnalysis._process_lc_bin(): Finished time range 444635167 478814792\n", "2018-03-06 10:07:19 INFO lightcurve_239557417_273737042 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_239557417_273737042/fit_model_final_00.xml...\n", "2018-03-06 10:07:21 INFO lightcurve_273737042_307916667 GTBinnedAnalysis.write_xml(): Writing /nfs/slac/kipac/fs1/u/mdimauro/software/fermipy-extra/notebooks/lightcurve_273737042_307916667/fit_model_final_00.xml...\n", "2018-03-06 10:07:21 INFO lightcurve_239557417_273737042 GTAnalysis._process_lc_bin(): Finished time range 239557417 273737042\n", "2018-03-06 10:07:22 INFO lightcurve_273737042_307916667 GTAnalysis._process_lc_bin(): Finished time range 273737042 307916667\n", "2018-03-06 10:07:22 INFO GTAnalysis.lightcurve(): Finished Lightcurve\n" ] } ], "source": [ "lc = gta.lightcurve('SMC', free_radius=3.0, nbins=8, multithread=True, nthread=8, use_scaled_srcmap=True)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2.39557417e+08 2.73737042e+08 3.07916667e+08 3.42096292e+08\n", " 3.76275917e+08 4.10455542e+08 4.44635167e+08 4.78814792e+08]\n", "[2.73737042e+08 3.07916667e+08 3.42096292e+08 3.76275917e+08\n", " 4.10455542e+08 4.44635167e+08 4.78814792e+08 5.12994417e+08]\n", "[ True True True True True True True True]\n", "6.30410086488123\n", "[3.11593816e-09 2.91989027e-09 3.22673828e-09 3.31752155e-09\n", " 3.08489595e-09 3.43246894e-09 3.72792397e-09 3.39914712e-09]\n", "[9.54362626e-06 8.13657551e-06 8.53153333e-06 8.60202096e-06\n", " 8.19314133e-06 1.34414438e-05 1.25737846e-05 1.13474413e-05]\n", "[3.88218821e-09 3.58577700e-09 3.90047178e-09 4.01305347e-09\n", " 3.77963292e-09 4.21589982e-09 4.42831291e-09 4.09962901e-09]\n" ] } ], "source": [ "print lc['tmin']\n", "print lc['tmax']\n", "print lc['fit_success']\n", "print lc['ts_var']\n", "print lc['flux']\n", "print lc['eflux']\n", "print lc['flux_ul95']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handlers could be found for logger \"matplotlib.legend\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "plt.errorbar((lc['tmin']+lc['tmax'])/2., lc['flux'], yerr=lc['flux_err'], xerr=(lc['tmin']-lc['tmax'])/2., fmt=\"o\", color=\"black\")\n", "plt.ylabel(r'$\\Phi_{\\gamma}$ [ph/cm$^2$/s]', fontsize=18)\n", "plt.xlabel(r'$t$ [s]', fontsize=18)\n", "plt.axis([lc['tmin'][0],lc['tmax'][len(lc['tmax'])-1],2e-9,6e-9], fontsize=18)\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "plt.grid(True)\n", "plt.yscale('log')\n", "plt.xscale('linear')\n", "plt.legend(loc=1,prop={'size':16},numpoints=1, scatterpoints=1, ncol=1)\n", "fig.tight_layout(pad=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }