\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/v0.8?urlpath=lab/tree/hess.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",
"[hess.ipynb](../_static/notebooks/hess.ipynb) |\n",
"[hess.py](../_static/notebooks/hess.py)\n",
"
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# H.E.S.S. with Gammapy\n",
"\n",
"This tutorial explains how to analyse [H.E.S.S.](https://www.mpi-hd.mpg.de/hfm/HESS) data with Gammapy.\n",
"\n",
"We will analyse four observation runs of the Crab nebula, which are part of the [H.E.S.S. first public test data release](https://www.mpi-hd.mpg.de/hfm/HESS/pages/dl3-dr1/). In this tutorial we will make an image and a spectrum. The [light_curve.ipynb](light_curve.ipynb) notbook contains an example how to make a light curve.\n",
"\n",
"To do a 3D analysis, one needs to do a 3D background estimate. In [background_model.ipynb](background_model.ipynb) we have started to make a background model, and in this notebook we have a first look at a 3D analysis. But the results aren't OK yet, the background model needs to be improved. In this analysis, we also don't use the energy dispersion IRF yet, and we only analyse the data in the 1 TeV to 10 TeV range. The H.E.S.S. data was only released very recently, and 3D analysis in Gammapy is new. This tutorial will be improved soon."
]
},
{
"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": [],
"source": [
"import numpy as np\n",
"import astropy.units as u\n",
"from astropy.coordinates import SkyCoord\n",
"from regions import CircleSkyRegion\n",
"from gammapy.data import DataStore\n",
"from gammapy.maps import Map, MapAxis, WcsGeom, WcsNDMap\n",
"from gammapy.cube import MapMaker, MapFit, PSFKernel\n",
"from gammapy.cube.models import SkyModel\n",
"from gammapy.spectrum.models import PowerLaw, ExponentialCutoffPowerLaw\n",
"from gammapy.image.models import SkyGaussian, SkyPointSource\n",
"from gammapy.detect import TSMapEstimator\n",
"from gammapy.scripts import SpectrumAnalysisIACT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data access\n",
"\n",
"To access the data, we use the `DataStore`, and we use the ``obs_table`` to select the Crab runs."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_store = DataStore.from_file(\n",
" \"$GAMMAPY_DATA/hess-dl3-dr1/hess-dl3-dr3-with-background.fits.gz\"\n",
")\n",
"mask = data_store.obs_table[\"TARGET_NAME\"] == \"Crab\"\n",
"obs_table = data_store.obs_table[mask]\n",
"observations = data_store.obs_list(obs_table[\"OBS_ID\"])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# pos_crab = SkyCoord.from_name('Crab')\n",
"pos_crab = SkyCoord(83.633, 22.014, unit=\"deg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Maps\n",
"\n",
"Let's make some 3D cubes, as well as 2D images.\n",
"\n",
"For the energy, we make 5 bins from 1 TeV to 10 TeV."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"energy_axis = MapAxis.from_edges(\n",
" np.logspace(0, 1., 5), unit=\"TeV\", name=\"energy\", interp=\"log\"\n",
")\n",
"geom = WcsGeom.create(\n",
" skydir=(83.633, 22.014),\n",
" binsz=0.02,\n",
" width=(5, 5),\n",
" coordsys=\"CEL\",\n",
" proj=\"TAN\",\n",
" axes=[energy_axis],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3.76 s, sys: 444 ms, total: 4.2 s\n",
"Wall time: 4.26 s\n"
]
}
],
"source": [
"%%time\n",
"maker = MapMaker(geom, offset_max=\"2.5 deg\")\n",
"maps = maker.run(observations)\n",
"images = maker.make_images()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['counts', 'exposure', 'background'])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maps.keys()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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