\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/v0.13?urlpath=lab/tree/detect_ts.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",
"[detect_ts.ipynb](../_static/notebooks/detect_ts.ipynb) |\n",
"[detect_ts.py](../_static/notebooks/detect_ts.py)\n",
"
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Source detection with Gammapy\n",
"\n",
"## Introduction\n",
"\n",
"This notebook show how to do source detection with Gammapy using one of the methods available in [gammapy.detect](..\/detect/index.rst).\n",
"\n",
"We will do this:\n",
"\n",
"* produce 2-dimensional test-statistics (TS) images using Fermi-LAT 3FHL high-energy Galactic center dataset\n",
"* run a peak finder to make a source catalog\n",
"* do some simple measurements on each source\n",
"* compare to the 3FHL catalog\n",
"\n",
"Note that what we do here is a quick-look analysis, the production of real source catalogs use more elaborate procedures.\n",
"\n",
"We will work with the following functions and classes:\n",
"\n",
"* [gammapy.maps.WcsNDMap](..\/api/gammapy.maps.WcsNDMap.rst)\n",
"* [gammapy.detect.TSMapEstimator](..\/api/gammapy.detect.TSMapEstimator.rst)\n",
"* [gammapy.detect.find_peaks](..\/api/gammapy.detect.find_peaks.rst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup\n",
"\n",
"As always, let's get started with some 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": [],
"source": [
"from gammapy.maps import Map\n",
"from gammapy.detect import TSMapEstimator, find_peaks\n",
"from gammapy.catalog import source_catalogs\n",
"from gammapy.cube import PSFKernel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in input images\n",
"\n",
"We first read in the counts cube and sum over the energy axis:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"counts = Map.read(\"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-counts.fits.gz\")\n",
"background = Map.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-background.fits.gz\"\n",
")\n",
"exposure = Map.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-exposure.fits.gz\"\n",
")\n",
"\n",
"maps = {\"counts\": counts, \"background\": background, \"exposure\": exposure}\n",
"\n",
"kernel = PSFKernel.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-psf.fits.gz\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 794 ms, sys: 115 ms, total: 909 ms\n",
"Wall time: 9.5 s\n"
]
}
],
"source": [
"%%time\n",
"estimator = TSMapEstimator()\n",
"images = estimator.run(maps, kernel.data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot images"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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