{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# DataIO Examples\n", "\n", "For these examples we will use 2 hrs of simulated Crab data with the Compton sphere mass model. This is an idealized mass model with a full-sky instantanious field of view, used only for development. The file can be downloaded using the cosipy utility function below. \n", "\n", "wasabi path: ComptonSphere/mini-DC2/GalacticScan.inc1.id1.crab2hr.extracted.tra.gz
\n", "File size: 322 MB" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
13:43:54 WARNING   The naima package is not available. Models that depend on it will not be         functions.py:43\n",
       "                  available                                                                                        \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m13:43:54\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The naima package is not available. Models that depend on it will not be \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041238;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py\u001b\\\u001b[2mfunctions.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041239;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py#43\u001b\\\u001b[2m43\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mavailable \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it  functions.py:65\n",
       "                  will not be available.                                                                           \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041245;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py\u001b\\\u001b[2mfunctions.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041246;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py#65\u001b\\\u001b[2m65\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mwill not be available. \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
13:43:56 WARNING   The ebltable package is not available. Models that depend on it will not be     absorption.py:33\n",
       "                  available                                                                                        \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m13:43:56\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The ebltable package is not available. Models that depend on it will not be \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041253;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/absorption.py\u001b\\\u001b[2mabsorption.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041254;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/absorption.py#33\u001b\\\u001b[2m33\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mavailable \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
13:43:58 INFO      Starting 3ML!                                                                     __init__.py:44\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m13:43:58\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;49mINFO \u001b[0m \u001b[1;38;5;251m Starting 3ML! \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041261;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041262;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#44\u001b\\\u001b[2m44\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   WARNINGs here are NOT errors                                                      __init__.py:45\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m WARNINGs here are \u001b[0m\u001b[1;31mNOT\u001b[0m\u001b[1;38;5;251m errors \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041268;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041269;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#45\u001b\\\u001b[2m45\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   but are inform you about optional packages that can be installed                  __init__.py:46\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m but are inform you about optional packages that can be installed \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041275;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041276;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#46\u001b\\\u001b[2m46\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING    to disable these messages, turn off start_warning in your config file            __init__.py:47\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m \u001b[0m\u001b[1;31m to disable these messages, turn off start_warning in your config file\u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041282;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041283;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#47\u001b\\\u001b[2m47\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   no display variable set. using backend for graphics without display (agg)         __init__.py:53\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m no display variable set. using backend for graphics without display \u001b[0m\u001b[1;38;5;251m(\u001b[0m\u001b[1;38;5;251magg\u001b[0m\u001b[1;38;5;251m)\u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041289;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041290;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#53\u001b\\\u001b[2m53\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
13:44:00 WARNING   ROOT minimizer not available                                                minimization.py:1208\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m13:44:00\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m ROOT minimizer not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041297;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041298;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1208\u001b\\\u001b[2m1208\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Multinest minimizer not available                                           minimization.py:1218\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Multinest minimizer not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041304;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041305;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1218\u001b\\\u001b[2m1218\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   PyGMO is not available                                                      minimization.py:1228\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m PyGMO is not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041311;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041312;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1228\u001b\\\u001b[2m1228\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Could not import plugin FermiLATLike.py. Do you have the relative instrument     __init__.py:126\n",
       "                  software installed and configured?                                                               \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Could not import plugin FermiLATLike.py. Do you have the relative instrument \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041318;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041319;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#126\u001b\\\u001b[2m126\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251msoftware installed and configured? \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
13:44:03 WARNING   No fermitools installed                                              lat_transient_builder.py:44\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m13:44:03\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m No fermitools installed \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041326;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/utils/data_builders/fermi/lat_transient_builder.py\u001b\\\u001b[2mlat_transient_builder.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041327;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/utils/data_builders/fermi/lat_transient_builder.py#44\u001b\\\u001b[2m44\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal         __init__.py:335\n",
       "                  performances in 3ML                                                                              \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Env. variable MKL_NUM_THREADS is not set. Please set it to \u001b[0m\u001b[1;37m1\u001b[0m\u001b[1;38;5;251m for optimal \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041333;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041334;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#335\u001b\\\u001b[2m335\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mperformances in 3ML \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal     __init__.py:335\n",
       "                  performances in 3ML                                                                              \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to \u001b[0m\u001b[1;37m1\u001b[0m\u001b[1;38;5;251m for optimal \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=2041339;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=2041340;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#335\u001b\\\u001b[2m335\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mperformances in 3ML \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from cosipy.util import fetch_wasabi_file\n", "fetch_wasabi_file('ComptonSphere/mini-DC2/GalacticScan.inc1.id1.crab2hr.extracted.tra.gz', checksum = '408edb7dc2e3dce44c0f275e4ba56fd8')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data formats overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The COSI high-level analysis data is composed of a stream of time-tagged events. Each event has an associated timestamp ($t$), measured energy ($E_m$), and the three parameters of the Compton Data Space (CDS): scattering polar angle ($\\phi$), and the longitude and latitude angles defining the direction of the first scattered gamma ray ($\\psi$ and $\\chi$). See these references for an explanation of the CDS: [1](https://github.com/cositools/cosi-data-challenges/tree/main/cosipy-intro#the-compton-data-space),[2](https://arxiv.org/abs/2308.11436), [3](https://arxiv.org/abs/2102.13158).\n", "\n", "There are three formats that contain time-tagged events:\n", "* tra files. These have the extension \".tra\". They are text files generated by MEGAlib that contain track information. You can read about the format in MEGALib's [Mimrec documentation](https://github.com/zoglauer/megalib/blob/main/doc/Mimrec.pdf). Most users won't need to use these files.\n", "* FITS files. These have the extension \".fits\". They are essentially tra files that have been converted into the [FITS](https://fits.gsfc.nasa.gov/) format. This is the typical starting point for a cosipy analysis.\n", "* Unbinned HDF5 files. These have the extension \".h5\" or \".hdf5\". This is another option for converting the tra files into a binary format, in this case ([HDF5](https://www.hdfgroup.org/solutions/hdf5/)). Some examples use an HDF5 format instead of FITS, since it can be more computationally efficient.\n", "\n", "Many analyses in cosipy use binned data. These are also HDF5 binary files and have the extension \".h5\" or \".hdf5\". They contain a 4-dimensional sparse histogram corresponding to the variables $t$, $E_m$, $\\phi$ and $\\psi\\phi$. The binned direction of the scattered gamma ray ($\\phi$ and $\\psi\\phi$) is encoded as a pixel in a [HEALpix](https://healpix.sourceforge.io/) map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Note: The data formats are likely to change and consolidate in future versions. In addition, we are contemplating adding more information to each event that cannot be captured by the Compton Data Space --e.g. the scattering angle and direction of the second interaction, for those events with more than 2 hits.\n", "
" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Example 1: Standard binned analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the BinnedData class from cosipy:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
15:47:52 WARNING   The naima package is not available. Models that depend on it will not be         functions.py:43\n",
       "                  available                                                                                        \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m15:47:52\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The naima package is not available. Models that depend on it will not be \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814685;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py\u001b\\\u001b[2mfunctions.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814686;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py#43\u001b\\\u001b[2m43\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mavailable \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it  functions.py:65\n",
       "                  will not be available.                                                                           \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814692;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py\u001b\\\u001b[2mfunctions.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814693;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/functions.py#65\u001b\\\u001b[2m65\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mwill not be available. \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   The ebltable package is not available. Models that depend on it will not be     absorption.py:33\n",
       "                  available                                                                                        \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m The ebltable package is not available. Models that depend on it will not be \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814700;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/absorption.py\u001b\\\u001b[2mabsorption.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814701;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/astromodels/functions/functions_1D/absorption.py#33\u001b\\\u001b[2m33\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mavailable \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
15:47:53 INFO      Starting 3ML!                                                                     __init__.py:44\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m15:47:53\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;49mINFO \u001b[0m \u001b[1;38;5;251m Starting 3ML! \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814708;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814709;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#44\u001b\\\u001b[2m44\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   WARNINGs here are NOT errors                                                      __init__.py:45\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m WARNINGs here are \u001b[0m\u001b[1;31mNOT\u001b[0m\u001b[1;38;5;251m errors \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814715;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814716;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#45\u001b\\\u001b[2m45\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   but are inform you about optional packages that can be installed                  __init__.py:46\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m but are inform you about optional packages that can be installed \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814722;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814723;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#46\u001b\\\u001b[2m46\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING    to disable these messages, turn off start_warning in your config file            __init__.py:47\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m \u001b[0m\u001b[1;31m to disable these messages, turn off start_warning in your config file\u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814729;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814730;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#47\u001b\\\u001b[2m47\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   no display variable set. using backend for graphics without display (agg)         __init__.py:53\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m no display variable set. using backend for graphics without display \u001b[0m\u001b[1;38;5;251m(\u001b[0m\u001b[1;38;5;251magg\u001b[0m\u001b[1;38;5;251m)\u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814736;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814737;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#53\u001b\\\u001b[2m53\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
15:47:54 WARNING   ROOT minimizer not available                                                minimization.py:1208\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m15:47:54\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m ROOT minimizer not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814744;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814745;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1208\u001b\\\u001b[2m1208\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Multinest minimizer not available                                           minimization.py:1218\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Multinest minimizer not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814751;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814752;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1218\u001b\\\u001b[2m1218\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   PyGMO is not available                                                      minimization.py:1228\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m PyGMO is not available \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814758;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py\u001b\\\u001b[2mminimization.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814759;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/minimizer/minimization.py#1228\u001b\\\u001b[2m1228\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Could not import plugin FermiLATLike.py. Do you have the relative instrument     __init__.py:126\n",
       "                  software installed and configured?                                                               \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Could not import plugin FermiLATLike.py. Do you have the relative instrument \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814765;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814766;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#126\u001b\\\u001b[2m126\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251msoftware installed and configured? \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
15:47:55 WARNING   No fermitools installed                                              lat_transient_builder.py:44\n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m15:47:55\u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m No fermitools installed \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814773;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/utils/data_builders/fermi/lat_transient_builder.py\u001b\\\u001b[2mlat_transient_builder.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814774;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/utils/data_builders/fermi/lat_transient_builder.py#44\u001b\\\u001b[2m44\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal         __init__.py:335\n",
       "                  performances in 3ML                                                                              \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Env. variable MKL_NUM_THREADS is not set. Please set it to \u001b[0m\u001b[1;37m1\u001b[0m\u001b[1;38;5;251m for optimal \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814780;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814781;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#335\u001b\\\u001b[2m335\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mperformances in 3ML \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
         WARNING   Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal     __init__.py:335\n",
       "                  performances in 3ML                                                                              \n",
       "
\n" ], "text/plain": [ "\u001b[38;5;46m \u001b[0m\u001b[38;5;46m \u001b[0m\u001b[38;5;134mWARNING \u001b[0m \u001b[1;38;5;251m Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to \u001b[0m\u001b[1;37m1\u001b[0m\u001b[1;38;5;251m for optimal \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b]8;id=15814786;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py\u001b\\\u001b[2m__init__.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=15814787;file:///project/ckarwin/astro/chris/my_envs/cosipy_dev/lib/python3.12/site-packages/threeML/__init__.py#335\u001b\\\u001b[2m335\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[38;5;46m \u001b[0m \u001b[1;38;5;251mperformances in 3ML \u001b[0m\u001b[1;38;5;251m \u001b[0m\u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from cosipy import BinnedData\n", "\n", "import logging\n", "logging.basicConfig(level=logging.INFO)\n", "\n", "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the unbinned COSI dataset\n", " \n", "Define an instance of the BinnedData object. Input parameters are passed from inputs.yaml.
\n", "Note: We are still working on refining the handling of input/output parameters. This will be updated in future releases of cosipy. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A typical DataIO configuration yaml files looks like this:\n", "\n", "```yaml\n", "data_file: \"/path/to/crab/tra/file\" # Full path to unbinned tra data file. Only needed when converting a tra file to fits or HDF5.\n", "ori_file: \"/path/to/ori/file\" # Full path to spacecraft orientation file. See next tutorial. Only needed when converting a tra file to fits or HDF5.\n", "unbinned_output: 'hdf5' # Format of converted unbinned file 'fits' or 'hdf5'. Only needed when converting a tra file to fits or HDF5.\n", "time_bins: 60 # time bin size in seconds. Takes int, float, or list of bin edges.\n", "energy_bins: [100., 200., 500., 1000., 2000., 5000.] # Energy bin edges [keV]. Needs to match response binning.\n", "phi_pix_size: 6 # binning of Compton scattering angle [deg]. \n", "nside: 8 # HEALPix binning of psi chi local. Needs to match response binning.\n", "scheme: 'ring' # HEALPix binning scheme of psi chi\n", "tmin: 1835478000.0 # Min time cut in GPS seconds.\n", "tmax: 1835485200.0 # Max time cut in GPS seconds.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The starting point for the high-level data analysis is the so-called Level 1c data, which is a photon list consisting of Compton event parameters, e.g. energies of the scattered gamma ray and recoil electron, interaction positions within the detector, and time-tags. The photon list comes from the event identification and reconstruction, and it is stored in a tra file. From this information we can determine the total measured energy of the incidenct photon, the Compton scattering angle, the scattering direction, the distance between interactions, and the pointing of the instrument when the photon was detected, which is the main information needed for the high-level analysis. As a very first step, we read the data from the tra file and construct the COSI dataset. The data format for this is a dictionary containing the relevant information for all photons (i.e. an unbinned photon list). The dictionary can be stored as either a fits file or an hdf5 file.\n", "\n", "**Note:** Most users will not need to worry about this step, as the COSI data will already be provided in fits file format. However, this function can also be used for converting simulated data from MEGAlib to the proper cosipy format." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.UnBinnedData:Preparing to read file...\n", "INFO:cosipy.data_io.UnBinnedData:Reading file...\n", "106767137it [01:10, 1522102.92it/s] \n", "INFO:cosipy.data_io.UnBinnedData:Making COSI data set...\n", "INFO:cosipy.data_io.UnBinnedData:total events to process: 3324977\n", "INFO:cosipy.data_io.UnBinnedData:Initializing arrays...\n", "INFO:cosipy.data_io.UnBinnedData:Making dictionary...\n", "INFO:cosipy.data_io.UnBinnedData:Sorting the dictionary by ascending TimeTags\n", "INFO:cosipy.data_io.UnBinnedData:Saving file...\n", "INFO:cosipy.data_io.UnBinnedData:total processing time [s]: 114.80670142173767\n" ] } ], "source": [ "analysis.read_tra(output_name=\"unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bin the data\n", "The data is binned with four axes: time, measured energy, compton scattering angle (Phi), and scattering direction (PsiChi). The binning should match that of the response used for the analysis. Here we will bin the data in Galactic coordinates, which is the default. The data can also be binned in local coordinates by specifying the keyword psichi_binning=\"local\". " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:binning data...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's take a look at the raw spectrum and lightcurve:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw spectrum...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(show_plots=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw lightcurve...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LC in plot below is normalized to initial time. \n", "analysis.get_raw_lightcurve(show_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Some available options for the standard binned anlaysis\n", "In the previous step we saved the unbinned data to an hdf5 file with the read_tra method. Here we will load the unbinnned data from file instead of running read_tra again. We will also save the binned data to file, and make binning plots." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n", "INFO:cosipy.data_io.BinnedData:binning data...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:plotting psichi map in galactic...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\", output_name=\"binned_data\", make_binning_plots=True, show_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The healpix map above show the projection onto the PsiChi dimension in the Galactic coordinate system. \n", "\n", "In the last step we saved the binned data to an hdf5 file. We can load this directly to access the binned data histogram object. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n" ] }, { "data": { "text/latex": [ "$[1.835478 \\times 10^{9},~1.8354781 \\times 10^{9},~1.8354782 \\times 10^{9},~\\dots,~1.835485 \\times 10^{9},~1.8354851 \\times 10^{9},~1.8354852 \\times 10^{9}] \\; \\mathrm{s}$" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.load_binned_data_from_hdf5(\"binned_data.hdf5\")\n", "\n", "# For example, we can project onto the time axis:\n", "analysis.binned_data.axes[\"Time\"].centers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will load the binnned data from file to make the raw spectrum and lightcurve. We will also save the outputs, which are written to both a pdf and dat file. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw spectrum...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw lightcurve...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"binned_data.hdf5\", output_name=\"crab_spec\", show_plots=True)\n", "analysis.get_raw_lightcurve(binned_data=\"binned_data.hdf5\", output_name=\"crab_lc\", show_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3: Combining multiple data files\n", "\n", "### Combining unbinned data\n", "One way to combine data files is to first combine the unbinned data, and then bin the combined data. As a proof of concept, we'll combine the crab dataset 3 times, and as a sanity check we can then compare to 3x the actual data. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n", "INFO:cosipy.data_io.UnBinnedData:adding unbinned_data.hdf5...\n", "INFO:cosipy.data_io.UnBinnedData:adding unbinned_data.hdf5...\n", "INFO:cosipy.data_io.UnBinnedData:adding unbinned_data.hdf5...\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.combine_unbinned_data([\"unbinned_data.hdf5\",\"unbinned_data.hdf5\",\"unbinned_data.hdf5\"], output_name=\"combined_unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bin the combined data file:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:binning data...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data(unbinned_data=\"combined_unbinned_data.hdf5\", output_name=\"combined_binned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get raw spectrum and light curve:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw spectrum...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw lightcurve...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"combined_binned_data.hdf5\", output_name=\"crab_spec_3x\", show_plots=True)\n", "analysis.get_raw_lightcurve(binned_data=\"combined_binned_data.hdf5\", output_name=\"crab_lc_3x\", show_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the combined data set to 3x the actual data. This step requires output files from earlier. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LCs: \n", "# The plot below is normalized to the initial time.\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# LCs:\n", "df = pd.read_csv(\"crab_lc.dat\", delimiter='\\t')\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],label=\"Crab\")\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], 3*df[\"Rate[ct/s]\"],label=\"3xCrab\")\n", "\n", "df = pd.read_csv(\"crab_lc_3x.dat\", delimiter='\\t')\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"--\",label=\"Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"ct/s\")\n", "plt.savefig(\"combined_lc_comparison.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Spectrum\n", "df = pd.read_csv(\"crab_spec.dat\", delimiter='\\t')\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],label=\"Crab\")\n", "plt.loglog(df[\"Energy[keV]\"],3*df[\"Rate[ct/keV]\"],label=\"3xCrab\")\n", "\n", "df = pd.read_csv(\"crab_spec_3x.dat\", delimiter='\\t')\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"--\",label=\"Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Energy [keV]\")\n", "plt.ylabel(\"ct/keV\")\n", "plt.savefig(\"combined_spectrum_comparison.pdf\")\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combining binned data\n", "\n", "An alternative way to combine the data is to sum the binned histograms. This requires that the histograms being combined have the same exact binning." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n", "INFO:cosipy.data_io.BinnedData:binning data...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "The total number of photons has increased by a factor of 3, as expected:\n", "single histogram: 3324976.0\n", "combined histogram: 9974928.0\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\", output_name=\"binned_data\")\n", "combined_hist = analysis.binned_data + analysis.binned_data + analysis.binned_data\n", "\n", "print()\n", "print(\"The total number of photons has increased by a factor of 3, as expected:\")\n", "print(\"single histogram: \" + str(np.sum(analysis.binned_data.to_dense(copy=False).contents)))\n", "print(\"combined histogram: \" + str(np.sum(combined_hist.to_dense(copy=False).contents)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 4: Making data selections\n", "### Make time cut\n", "Currently, cuts can be made on the event times, energies, and number of interactions (i.e., Compton sequence). In this example, we will make a cut on the event time, selecting the first half of the dataset. The parameters tmin and tmax are passed from the yaml file. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs_half_time.yaml\n", "INFO:cosipy.data_io.UnBinnedData:Making data selections...\n", "INFO:cosipy.data_io.UnBinnedData:Saving file...\n" ] } ], "source": [ "analysis = BinnedData(\"inputs_half_time.yaml\")\n", "analysis.select_data_time(unbinned_data=\"combined_unbinned_data.hdf5\", output_name=\"selected_unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bin the selected data " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:binning data...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data(unbinned_data=\"selected_unbinned_data.hdf5\", output_name=\"selected_combined_binned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get raw spectrum and lightcurve:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw spectrum...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:getting raw lightcurve...\n", "INFO:cosipy.data_io.BinnedData:Time unit: s\n", "INFO:cosipy.data_io.BinnedData:Em unit: keV\n", "INFO:cosipy.data_io.BinnedData:Phi unit: deg\n", "INFO:cosipy.data_io.BinnedData:PsiChi unit: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"selected_combined_binned_data.hdf5\", output_name=\"selected_crab_spec_3x\", show_plots=True)\n", "analysis.get_raw_lightcurve(binned_data=\"selected_combined_binned_data.hdf5\", output_name=\"selected_crab_lc_3x\", show_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare to the full data set" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LCs: \n", "# The plots below are normalized to the initial time.\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "df = pd.read_csv(\"crab_lc_3x.dat\", delimiter='\\t')\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"-\",label=\"Combined\")\n", "\n", "df = pd.read_csv(\"selected_crab_lc_3x.dat\", delimiter='\\t')\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"--\",label=\"Selected Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"ct/s\")\n", "plt.savefig(\"combined_lc_comparison.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Spectrum\n", "df = pd.read_csv(\"crab_spec_3x.dat\", delimiter='\\t')\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"-\",label=\"Combined\")\n", "\n", "df = pd.read_csv(\"selected_crab_spec_3x.dat\", delimiter='\\t')\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"--\",label=\"Selected Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Energy [keV]\")\n", "plt.ylabel(\"ct/keV\")\n", "plt.savefig(\"combined_spectrum_comparison.pdf\")\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 5: Dealing with memory issues\n", "\n", "Combining and binning data can be memory intensive. It's therefore recommended to use a work station with plenty of RAM if possible. If you're running into memory limitatons, a workaround is to use chunks. \n", "\n", "We can read the unbinned data in chuncks by specifying event_min and event_max:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:yayc.configurator:Using configuration file at inputs.yaml\n", "INFO:cosipy.data_io.UnBinnedData:Preparing to read file...\n", "INFO:cosipy.data_io.UnBinnedData:Reading file...\n", " 0%| | 0/53383576 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:cosipy.data_io.BinnedData:plotting psichi map in galactic...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\",event_range=[0,1e6],make_binning_plots=True, show_plots=True)" ] } ], "metadata": { "kernelspec": { "display_name": "cosipy_dev", "language": "python", "name": "cosipy_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 4 }