{ "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/detect.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.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.detect`.\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.detect.ASmoothEstimator`\n", "* `~gammapy.detect.TSMapEstimator`\n", "* `~gammapy.detect.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.detect import (\n", " ASmoothMapEstimator,\n", " TSMapEstimator,\n", " find_peaks,\n", " compute_lima_image,\n", ")\n", "from gammapy.catalog import SOURCE_CATALOGS\n", "from gammapy.modeling.models import BackgroundModel\n", "from gammapy.cube import PSFKernel, MapDataset\n", "from gammapy.stats import significance\n", "from astropy.coordinates import SkyCoord\n", "from astropy.convolution import Tophat2DKernel\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", "background = BackgroundModel(background)\n", "\n", "exposure = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-exposure-cube.fits.gz\"\n", ")\n", "mask_safe = counts.copy(data=np.ones_like(counts.data).astype(\"bool\"))\n", "\n", "dataset = MapDataset(\n", " counts=counts,\n", " background_model=background,\n", " exposure=exposure,\n", " mask_safe=mask_safe,\n", ")\n", "\n", "dataset = dataset.to_image()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: 'datfix' made the change 'Set DATE-REF to '1858-11-17' from MJD-REF'. [astropy.wcs.wcs]\n" ] } ], "source": [ "kernel = PSFKernel.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-psf.fits.gz\"\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": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/github/adonath/gammapy/gammapy/maps/image_utils.py:46: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n", " return np.dstack(_fftconvolve_wrap(kernel, data) for kernel in kernels)\n", "/Users/adonath/github/adonath/gammapy/gammapy/maps/image_utils.py:46: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n", " return np.dstack(_fftconvolve_wrap(kernel, data) for kernel in kernels)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.06 s, sys: 443 ms, total: 1.5 s\n", "Wall time: 1.53 s\n" ] }, { "data": { "text/plain": [ "(
,\n", " ,\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "scales = u.Quantity(np.arange(0.05, 1, 0.05), unit=\"deg\")\n", "smooth = ASmoothMapEstimator(threshold=3, scales=scales)\n", "images = smooth.run(dataset)\n", "\n", "plt.figure(figsize=(15, 5))\n", "images[\"counts\"].plot(add_cbar=True, vmax=10)" ] }, { "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))." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.95 s, sys: 176 ms, total: 9.12 s\n", "Wall time: 9.27 s\n" ] } ], "source": [ "%%time\n", "estimator = TSMapEstimator()\n", "images = estimator.run(dataset, kernel.data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot resulting images" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "images[\"flux\"].plot(add_cbar=True, stretch=\"sqrt\", vmin=0);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "images[\"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": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=8\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float64int64int64float64float64
32.97220099266.41449-28.97054
27.9955260272.43197-23.54282
16.183298271.16056-21.74479
14.9396993270.40919-23.47797
14.8428092270.15899-23.98049
13.95136102270.86716-21.82076
9.7246273119263.18257-31.52587
8.8532124102268.46711-25.63326
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float64 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 32.972 200 99 266.41449 -28.97054\n", " 27.995 52 60 272.43197 -23.54282\n", " 16.18 32 98 271.16056 -21.74479\n", " 14.939 69 93 270.40919 -23.47797\n", " 14.842 80 92 270.15899 -23.98049\n", " 13.951 36 102 270.86716 -21.82076\n", " 9.7246 273 119 263.18257 -31.52587\n", " 8.8532 124 102 268.46711 -25.63326" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images[\"sqrt_ts\"], threshold=8, min_distance=1)\n", "nsou = len(sources)\n", "sources" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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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, _ = images[\"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 }