{ "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://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.16?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: 1.18.1\n", "astropy: 4.1.dev27293\n", "gammapy: 0.16\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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" ] }, "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": [ "$$[1.2053316 \\times 10^{-5}] \\; \\mathrm{\\frac{1}{MeV\\,s\\,sr}}$$" ], "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 }