{ "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/v0.18.2?urlpath=lab/tree/detect.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/docs/tutorials).\n", "- **Source files:**\n", "[detect.ipynb](../_static/notebooks/detect.ipynb) |\n", "[detect.py](../_static/notebooks/detect.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Source detection with Gammapy\n", "\n", "## Context\n", "\n", "The first task in a source catalogue production is to identify significant excesses in the data that can be associated to unknown sources and provide a preliminary parametrization in term of position, extent, and flux. In this notebook we will use Fermi-LAT data to illustrate how to detect candidate sources in counts images with known background.\n", "\n", "**Objective: build a list of significant excesses in a Fermi-LAT map**\n", "\n", "\n", "## Proposed approach \n", "\n", "This notebook show how to do source detection with Gammapy using the methods available in `~gammapy.estimators`.\n", "We will use images from a Fermi-LAT 3FHL high-energy Galactic center dataset to do this:\n", "\n", "* perform adaptive smoothing on counts image\n", "* produce 2-dimensional test-statistics (TS)\n", "* run a peak finder to detect point-source candidates\n", "* compute Li & Ma significance images\n", "* estimate source candidates radius and excess counts\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`\n", "* `~gammapy.estimators.ASmoothEstimator`\n", "* `~gammapy.estimators.TSMapEstimator`\n", "* `gammapy.estimators.utils.find_peaks`" ] }, { "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\n", "import matplotlib.cm as cm\n", "from gammapy.maps import Map\n", "from gammapy.estimators import ASmoothMapEstimator, TSMapEstimator\n", "from gammapy.estimators.utils import find_peaks\n", "from gammapy.datasets import MapDataset\n", "from gammapy.modeling.models import (\n", " BackgroundModel,\n", " SkyModel,\n", " PowerLawSpectralModel,\n", " PointSpatialModel,\n", ")\n", "from gammapy.irf import PSFMap, EnergyDependentTablePSF, EDispKernelMap\n", "from astropy.coordinates import SkyCoord\n", "import astropy.units as u\n", "import numpy as np" ] }, { "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": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: 'datfix' made the change 'Set DATE-REF to '1858-11-17' from MJD-REF.\n", "Set MJD-OBS to 54682.655278 from DATE-OBS.\n", "Set MJD-END to 57236.967546 from DATE-END'. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Set DATE-REF to '2001-01-01T00:01:04.184' from MJD-REF.\n", "Set MJD-OBS to 54682.655283 from DATE-OBS.\n", "Set MJD-END to 57236.967546 from DATE-END'. [astropy.wcs.wcs]\n" ] } ], "source": [ "counts = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-counts-cube.fits.gz\"\n", ")\n", "background = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-background-cube.fits.gz\"\n", ")\n", "\n", "exposure = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-exposure-cube.fits.gz\"\n", ")\n", "# unit is not properly stored on the file. We add it manually\n", "exposure.unit = \"cm2s\"\n", "\n", "psf = EnergyDependentTablePSF.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-psf-cube.fits.gz\"\n", ")\n", "psfmap = PSFMap.from_energy_dependent_table_psf(psf)\n", "\n", "edisp = EDispKernelMap.from_diagonal_response(\n", " energy_axis=counts.geom.axes[\"energy\"],\n", " energy_axis_true=exposure.geom.axes[\"energy_true\"],\n", ")\n", "\n", "dataset = MapDataset(\n", " counts=counts,\n", " background=background,\n", " exposure=exposure,\n", " psf=psfmap,\n", " name=\"fermi-3fhl-gc\",\n", " edisp=edisp,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive smoothing\n", " \n", "For visualisation purpose it can be nice to look at a smoothed counts image. This can be performed using the adaptive smoothing algorithm from [Ebeling et al. (2006)](https://ui.adsabs.harvard.edu/abs/2006MNRAS.368...65E/abstract).\n", " \n", "In the following example the `threshold` argument gives the minimum significance expected, values below are clipped." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 986 ms, sys: 385 ms, total: 1.37 s\n", "Wall time: 1.38 s\n" ] } ], "source": [ "%%time\n", "scales = u.Quantity(np.arange(0.05, 1, 0.05), unit=\"deg\")\n", "smooth = ASmoothMapEstimator(\n", " threshold=3, scales=scales, energy_edges=[10, 500] * u.GeV\n", ")\n", "images = smooth.run(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "images[\"flux\"].plot(add_cbar=True, stretch=\"asinh\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TS map estimation\n", "\n", "The Test Statistic, TS = 2 ∆ log L ([Mattox et al. 1996](https://ui.adsabs.harvard.edu/abs/1996ApJ...461..396M/abstract)), compares the likelihood function L optimized with and without a given source.\n", "The TS map is computed by fitting by a single amplitude parameter on each pixel as described in Appendix A of [Stewart (2009)](https://ui.adsabs.harvard.edu/abs/2009A%26A...495..989S/abstract). The fit is simplified by finding roots of the derivative of the fit statistics (default settings use [Brent's method](https://en.wikipedia.org/wiki/Brent%27s_method)).\n", "\n", "We first need to define the model that will be used to test for the existence of a source. Here, we use a point source." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "spatial_model = PointSpatialModel()\n", "spectral_model = PowerLawSpectralModel(index=2)\n", "model = SkyModel(spatial_model=spatial_model, spectral_model=spectral_model)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.5 s, sys: 101 ms, total: 11.6 s\n", "Wall time: 11.5 s\n" ] } ], "source": [ "%%time\n", "estimator = TSMapEstimator(\n", " model,\n", " kernel_width=\"1 deg\",\n", " selection_optional=[],\n", " energy_edges=[10, 500] * u.GeV,\n", ")\n", "maps = estimator.run(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot resulting images" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "maps[\"flux\"].plot(add_cbar=True, stretch=\"sqrt\", vmin=0);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "maps[\"niter\"].plot(add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source candidates\n", "\n", "Let's run a peak finder on the `sqrt_ts` image to get a list of point-sources candidates (positions and peak `sqrt_ts` values).\n", "The `find_peaks` function performs a local maximun search in a sliding window, the argument `min_distance` is the minimum pixel distance between peaks (smallest possible value and default is 1 pixel)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=18\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float64int64int64float64float64
32.24220099266.41449-28.97054
27.8465260272.43197-23.54282
15.2133298271.16056-21.74479
14.1766993270.40919-23.47797
13.9238092270.15899-23.98049
9.7645273119263.18257-31.52587
8.7988124102268.46711-25.63326
7.3528123134266.97596-24.77174
6.811719319270.59696-30.69138
6.2469152148265.48068-25.64323
5.894723086266.15140-30.58926
5.662112712272.77351-27.97934
5.6566251139262.90685-30.05853
5.47818195267.17020-28.26173
5.430921483266.78188-29.98429
5.18185749272.82739-24.02653
5.0702156132266.12148-26.23306
5.05459380270.37773-24.84233
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float64 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 32.242 200 99 266.41449 -28.97054\n", " 27.846 52 60 272.43197 -23.54282\n", " 15.213 32 98 271.16056 -21.74479\n", " 14.176 69 93 270.40919 -23.47797\n", " 13.923 80 92 270.15899 -23.98049\n", " 9.7645 273 119 263.18257 -31.52587\n", " 8.7988 124 102 268.46711 -25.63326\n", " 7.3528 123 134 266.97596 -24.77174\n", " 6.8117 193 19 270.59696 -30.69138\n", " 6.2469 152 148 265.48068 -25.64323\n", " 5.8947 230 86 266.15140 -30.58926\n", " 5.6621 127 12 272.77351 -27.97934\n", " 5.6566 251 139 262.90685 -30.05853\n", " 5.478 181 95 267.17020 -28.26173\n", " 5.4309 214 83 266.78188 -29.98429\n", " 5.1818 57 49 272.82739 -24.02653\n", " 5.0702 156 132 266.12148 -26.23306\n", " 5.0545 93 80 270.37773 -24.84233" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sqrt_ts_image = maps[\"sqrt_ts\"].get_image_by_idx((0,))\n", "sources = find_peaks(sqrt_ts_image, threshold=5, min_distance=\"0.25 deg\")\n", "nsou = len(sources)\n", "sources" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot sources on top of significance sky image\n", "plt.figure(figsize=(15, 5))\n", "\n", "_, ax, _ = maps[\"sqrt_ts\"].plot(add_cbar=True)\n", "\n", "ax.scatter(\n", " sources[\"ra\"],\n", " sources[\"dec\"],\n", " transform=plt.gca().get_transform(\"icrs\"),\n", " color=\"none\",\n", " edgecolor=\"w\",\n", " marker=\"o\",\n", " s=600,\n", " lw=1.5,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we used the instrument point-spread-function (PSF) as kernel, so the hypothesis we test is the presence of a point source. In order to test for extended sources we would have to use as kernel an extended template convolved by the PSF. Alternatively, we can compute the significance of an extended excess using the Li & Ma formalism, which is faster as no fitting is involve." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "In this notebook, we have seen how to work with images and compute TS and significance images from counts data, if a background estimate is already available.\n", "\n", "Here's some suggestions what to do next:\n", "\n", "- Look how background estimation is performed for IACTs with and without the high-level interface in [analysis_1](analysis_1.ipynb) and [analysis_2](analysis_2.ipynb) notebooks, respectively\n", "- Learn about 2D model fitting in the [modeling 2D](modeling_2D.ipynb) notebook\n", "- find more about Fermi-LAT data analysis in the [fermi_lat](fermi_lat.ipynb) notebook\n", "- Use source candidates to build a model and perform a 3D fitting (see [analysis_3d](analysis_3d.ipynb), [analysis_mwl](analysis_mwl.ipynb) notebooks for some hints)" ] }, { "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 }