{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.15?urlpath=lab/tree/cta.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[cta.ipynb](../_static/notebooks/cta.ipynb) |\n", "[cta.py](../_static/notebooks/cta.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CTA with Gammapy\n", "\n", "## Introduction\n", "\n", "The [Cherenkov Telescope Array (CTA)](https://www.cta-observatory.org/) is the next generation ground-based observatory for gamma-ray astronomy.\n", "Gammapy is a prototype for the Cherenkov Telescope Array (CTA) science tools ([2017ICRC...35..766D](https://ui.adsabs.harvard.edu/abs/2017ICRC...35..766D)).\n", "\n", "CTA will start taking data in the coming years. For now, to learn how to analyse CTA data and to use Gammapy, if you are a member of the CTA consortium, you can use the simulated dataset from the CTA first data challenge which ran in 2017 and 2018.\n", "\n", "- https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki (CTA internal)\n", "\n", "Gammapy fully supports the FITS data formats (events, IRFs) used in CTA 1DC. The XML sky model format is not supported, but are also not needed to analyse the data, you have to specify your model via the Gammapy YAML model format, or Python code, as shown below.\n", "\n", "You can use Gammapy to simulate CTA data and evaluate CTA performance using the CTA response files available here:\n", "\n", "- https://www.cta-observatory.org/science/cta-performance/\n", "\n", "The current FITS format `CTA-Performance-prod3b-v2-FITS.tar` is fully supported by Gammapy, as shown below.\n", "\n", "## Tutorial overview\n", "\n", "This notebook shows how to access CTA data and instrument response functions (IRFs) using Gammapy, and gives some examples how to quick look the content of CTA files, especially to see the shape of CTA IRFs.\n", "\n", "At the end of the notebooks, we give several links to other tutorial notebooks that show how to simulate CTA data and how to evaluate CTA observability and sensitivity, or how to analyse CTA data.\n", "\n", "Note that the FITS data and IRF format currently used by CTA is the one documented at https://gamma-astro-data-formats.readthedocs.io/, and is also used by H.E.S.S. and other imaging atmospheric Cherenkov telescopes (IACTs). So if you see other Gammapy tutorials using e.g. H.E.S.S. example data, know that they also apply to CTA, all you have to do is to change the loaded data or IRFs to CTA.\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy: 1.17.3\n", "astropy: 3.2.3\n", "gammapy: 0.15\n" ] } ], "source": [ "import numpy as np\n", "import astropy\n", "import gammapy\n", "\n", "print(\"numpy:\", np.__version__)\n", "print(\"astropy:\", astropy.__version__)\n", "print(\"gammapy:\", gammapy.__version__)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from gammapy.data import DataStore, EventList\n", "from gammapy.irf import EffectiveAreaTable2D, load_cta_irfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTA 1DC\n", "\n", "The CTA first data challenge (1DC) ran in 2017 and 2018. It is described in detail [here](https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki) and a description of the data and how to download it is [here](https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki#Data-access).\n", "\n", "You should download `caldb.tar.gz` (1.2 MB), `models.tar.gz` (0.9 GB), `index.tar.gz` (0.5 MB), as well as optionally the simulated survey data you are interested in: Galactic plane survey `gps.tar.gz` (8.3 GB), Galactic center `gc.tar.gz` (4.4 MB), Extragalactic survey `egal.tar.gz` (2.5 GB), AGN monitoring `agn.wobble.tar.gz` (4.7 GB). After download, follow the instructions how to `untar` the files, and set a `CTADATA` environment variable to point to the data.\n", "\n", "For convenience, since the 1DC data files are large, and not publicly available to anyone, we have taken a tiny subset of the CTA 1DC data, four observations with the southern array from the GPS survey, pointing near the Galactic center, and included them at `$GAMMAPY_DATA/cta-1dc` which you get via `gammapy download tutorials`.\n", "\n", "### Files\n", "\n", "Next we will show a quick overview of the files and how to load them, and some quick look plots showing the shape of the CTA IRFs. How to do CTA simulations and analyses is shown in other tutorials, see links at the end of this notebook." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "README.md\r\n", "\u001b[34mcaldb\u001b[m\u001b[m\r\n", "\u001b[34mdata\u001b[m\u001b[m\r\n", "\u001b[34mindex\u001b[m\u001b[m\r\n", "make.py\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gps_baseline_110380.fits\r\n", "gps_baseline_111140.fits\r\n", "gps_baseline_111159.fits\r\n", "gps_baseline_111630.fits\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/data/baseline/gps" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "irf_file.fits\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/caldb/data/cta/1dc/bcf/South_z20_50h" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hdu-index.fits.gz\r\n", "obs-index.fits.gz\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/index/gps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datastore\n", "\n", "You can use the `~gammapy.data.DataStore` to load via the index files" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/cta-1dc/index/gps\")\n", "data_store" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "ObservationTable length=4\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDGLON_PNTGLAT_PNTIRF
degdeg
int64float64float64bytes13
110380359.9999912037958-1.299995937905366South_z20_50h
111140358.49998338300741.3000020211954284South_z20_50h
1111591.50000565682677411.299940468335294South_z20_50h
111630263.9999985700299-1.299980552289047South_z20_50h
" ], "text/plain": [ "\n", "OBS_ID GLON_PNT GLAT_PNT IRF \n", " deg deg \n", "int64 float64 float64 bytes13 \n", "------ ------------------ ------------------ -------------\n", "110380 359.9999912037958 -1.299995937905366 South_z20_50h\n", "111140 358.4999833830074 1.3000020211954284 South_z20_50h\n", "111159 1.5000056568267741 1.299940468335294 South_z20_50h\n", "111630 263.9999985700299 -1.299980552289047 South_z20_50h" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store.obs_table[[\"OBS_ID\", \"GLON_PNT\", \"GLAT_PNT\", \"IRF\"]]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation = data_store.obs(110380)\n", "observation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Events\n", "\n", "We can load events data via the data store and observation, or equivalently via the `~gammapy.data.EventList` class by specifying the EVENTS filename.\n", "\n", "The quick-look `events.peek()` plot below shows that CTA has a field of view of a few degrees, and two energy thresholds, one significantly below 100 GeV where the CTA large-size telescopes (LSTs) detect events, and a second one near 100 GeV where teh mid-sized telescopes (MSTs) start to detect events.\n", "\n", "Note that most events are \"hadronic background\" due to cosmic ray showers in the atmosphere that pass the gamma-hadron selection cuts for this analysis configuration. Since this is simulated data, column `MC_ID` is available that gives an emission component identifier code, and the EVENTS header in `events.table.meta` can be used to look up which `MC_ID` corresponds to which emission component." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events = observation.events\n", "events" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events = EventList.read(\n", " \"$GAMMAPY_DATA/cta-1dc/data/baseline/gps/gps_baseline_110380.fits\"\n", ")\n", "events" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=5\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
EVENT_IDTIMERADECENERGYDETXDETYMC_ID
sdegdegTeVdegdeg
uint32float64float32float32float32float32float32int32
1664502403.0454683-92.63541-30.5148540.03902182-0.9077294-0.27276932
2664502405.2579999-92.64103-28.2627280.0307963711.3443842-0.28383982
3664502408.8205513-93.20372-28.5996250.040096291.0049409-0.77697752
4664502409.0143764-94.03383-29.2696270.0395800250.32684833-1.4960212
5664502414.8090746-93.330505-30.3197250.03035851-0.716062-0.87333482
" ], "text/plain": [ "\n", "EVENT_ID TIME RA DEC ... DETX DETY MC_ID\n", " s deg deg ... deg deg \n", " uint32 float64 float32 float32 ... float32 float32 int32\n", "-------- ----------------- ---------- ---------- ... ---------- ---------- -----\n", " 1 664502403.0454683 -92.63541 -30.514854 ... -0.9077294 -0.2727693 2\n", " 2 664502405.2579999 -92.64103 -28.262728 ... 1.3443842 -0.2838398 2\n", " 3 664502408.8205513 -93.20372 -28.599625 ... 1.0049409 -0.7769775 2\n", " 4 664502409.0143764 -94.03383 -29.269627 ... 0.32684833 -1.496021 2\n", " 5 664502414.8090746 -93.330505 -30.319725 ... -0.716062 -0.8733348 2" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events.table[:5]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "events.peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IRFs\n", "\n", "The CTA instrument reponse functions (IRFs) are given as FITS files in the `caldb` folder, the following IRFs are available:\n", "\n", "- effective area\n", "- energy dispersion\n", "- point spread function\n", "- background\n", "\n", "Notes:\n", "\n", "- The IRFs contain the energy and offset dependence of the CTA reponse\n", "- CTA 1DC was based on an early version of the CTA FITS responses produced in 2017, improvements have been made since.\n", "- The point spread function was approximated by a Gaussian shape\n", "- The background is from hadronic and electron air shower events that pass CTA selection cuts. It was given as a function of field of view coordinates, although it is radially symmetric.\n", "- The energy dispersion in CTA 1DC is noisy at low energy, leading to unreliable spectral points for some analyses.\n", "- The CTA 1DC response files have the first node at field of view offset 0.5 deg, so to get the on-axis response at offset 0 deg, Gammapy has to extrapolate. Furthermore, because diffuse gamma-rays in the FOV were used to derive the IRFs, and the solid angle at small FOV offset circles is small, the IRFs at the center of the FOV are somewhat noisy. This leads to unstable analysis and simulation issues when using the DC1 IRFs for some analyses." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.aeff" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'aeff': ,\n", " 'bkg': ,\n", " 'edisp': ,\n", " 'psf': }" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irf_filename = (\n", " \"$GAMMAPY_DATA/cta-1dc/caldb/data/cta/1dc/bcf/South_z20_50h/irf_file.fits\"\n", ")\n", "irfs = load_cta_irfs(irf_filename)\n", "irfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effective area" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Equivalent alternative way to load IRFs directly\n", "aeff = EffectiveAreaTable2D.read(irf_filename, hdu=\"EFFECTIVE AREA\")\n", "aeff" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"aeff\"].peek()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$$[3.783587] \\; \\mathrm{km^{2}}$$" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What is the on-axis effective area at 10 TeV?\n", "aeff.data.evaluate(energy=\"10 TeV\", offset=\"0 deg\").to(\"km2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Energy dispersion\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"edisp\"].peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Point spread function\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"psf\"].peek()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# This is how for analysis you could slice out the PSF\n", "# at a given field of view offset\n", "psf = irfs[\"psf\"].to_energy_dependent_table_psf(\"1 deg\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "psf.plot_containment_vs_energy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background\n", "\n", "The background is given as a rate in units `MeV-1 s-1 sr-1`." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO: add plot method to `Background3D`.\n", "# FIXME: Background2D.peek` is broken.\n", "irfs[\"bkg\"].to_2d().plot()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$$[1.2053319 \\times 10^{-5}] \\; \\mathrm{\\frac{1}{MeV\\,s\\,sr}}$$" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irfs[\"bkg\"].data.evaluate(energy=\"3 TeV\", fov_lon=\"1 deg\", fov_lat=\"0 deg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source models\n", "\n", "The 1DC sky model is distributed as a set of XML files, which in turn link to a ton of other FITS and text files. Gammapy doesn't support this XML model file format. We are currently developing a YAML based format that improves upon the XML format, to be easier to write and read, add relevant information (units for physical quantities), and omit useless information (e.g. parameter scales in addition to values).\n", "\n", "If you must or want to read the XML model files, you can use e.g. [ElementTree](https://docs.python.org/3/library/xml.etree.elementtree.html) from the Python standard library, or [xmltodict](https://github.com/martinblech/xmltodict) if you `pip install xmltodict`. Here's an example how to load the information for a given source, and to convert it into the sky model format Gammapy understands." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# This is what the XML file looks like\n", "# !tail -n 20 $CTADATA/models/models_gps.xml" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# TODO: write this example!\n", "\n", "# Read XML file and access spectrum parameters\n", "# from gammapy.extern import xmltodict\n", "\n", "# filename = os.path.join(os.environ[\"CTADATA\"], \"models/models_gps.xml\")\n", "# data = xmltodict.parse(open(filename).read())\n", "# data = data[\"source_library\"][\"source\"][-1]\n", "# data = data[\"spectrum\"][\"parameter\"]\n", "# data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Create a spectral model the the right units\n", "# from astropy import units as u\n", "# from gammapy.modeling.models import PowerLawSpectralModel\n", "\n", "# par_to_val = lambda par: float(par[\"@value\"]) * float(par[\"@scale\"])\n", "# spec = PowerLawSpectralModel(\n", "# amplitude=par_to_val(data[0]) * u.Unit(\"cm-2 s-1 MeV-1\"),\n", "# index=par_to_val(data[1]),\n", "# reference=par_to_val(data[2]) * u.Unit(\"MeV\"),\n", "# )\n", "# print(spec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTA performance files\n", "\n", "CTA 1DC is useful to learn how to analyse CTA data. But to do simulations and studies for CTA now, you should get the most recent CTA IRFs in FITS format from https://www.cta-observatory.org/science/cta-performance/\n", "\n", "If you want to run the download and examples in the next code cells, remove the # to uncomment." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# !curl -O https://www.cta-observatory.org/wp-content/uploads/2019/04/CTA-Performance-prod3b-v2-FITS.tar.gz" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# !tar xf CTA-Performance-prod3b-v2-FITS.tar.gz" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# !ls caldb/data/cta/prod3b-v2/bcf" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# irfs1 = load_cta_irfs(\"caldb/data/cta/prod3b-v2/bcf/South_z20_50h/irf_file.fits\")\n", "# irfs1[\"aeff\"].plot_energy_dependence()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# irfs2 = load_cta_irfs(\"caldb/data/cta/prod3b-v2/bcf/South_z40_50h/irf_file.fits\")\n", "# irfs2[\"aeff\"].plot_energy_dependence()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Load the EVENTS file for `obs_id=111159` as a `~gammapy.data.EventList` object.\n", "* Use `events.table` to find the energy, sky coordinate and time of the highest-energy envent.\n", "* Use `events.pointing_radec` to find the pointing position of this observation, and use `astropy.coordinates.SkyCoord` methods to find the field of view offset of the highest-energy event.\n", "* What is the effective area and PSF 68% containment radius of CTA at 1 TeV for the `South_z20_50h` configuration used for the CTA 1DC simulation?\n", "* Get the latest CTA FITS performance files from https://www.cta-observatory.org/science/cta-performance/ and run the code example above. Make an effective area ratio plot of 40 deg zenith versus 20 deg zenith for the `South_z40_50h` and `South_z20_50h` configurations." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# start typing here ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next steps\n", "\n", "* Learn how to analyse data with [analysis_1.ipynb](analysis_1.ipynb) and [analysis_2.ipynb](analysis_2.ipynb) or any other Gammapy analysis tutorial.\n", "* Learn how to evaluate CTA observability and sensitivity with [simulate_3d.ipynb](simulate_3d.ipynb), [spectrum_simulation.ipynb](spectrum_simulation.ipynb) or [cta_sensitivity.ipynb](cta_sensitivity.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }