\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/v0.9?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.get_observations(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, 1.0, 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 15.1 s, sys: 329 ms, total: 15.4 s\n",
"Wall time: 4 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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