{ "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://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.15?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", "## Introduction\n", "\n", "This notebook show how to do source detection with Gammapy using one of the methods available in `~gammapy.detect`.\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`\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" ] }, { "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 8.85 s, sys: 148 ms, total: 9 s\n", "Wall time: 9.03 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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\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=\"sqrt\", vmin=0);" ] }, { "cell_type": "code", "execution_count": 7, "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 catalog\n", "\n", "Let's run a peak finder on the `sqrt_ts` image to get a list of sources (positions and peak `sqrt_ts` values)." ] }, { "cell_type": "code", "execution_count": 8, "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
9.7245273119263.18257-31.52587
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", " 9.7245 273 119 263.18257 -31.52587\n", " 8.8532 124 102 268.46711 -25.63326" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images[\"sqrt_ts\"], threshold=8)\n", "sources" ] }, { "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": [ "# 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": [ "## Measurements\n", "\n", "* TODO: show cutout for a few sources and some aperture photometry measurements (e.g. energy distribution, significance, flux)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# TODO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare to 3FHL\n", "\n", "TODO" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "fermi_3fhl = SOURCE_CATALOGS[\"3fhl\"]()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "selection = counts.geom.contains(fermi_3fhl.positions)\n", "fermi_3fhl.table = fermi_3fhl.table[selection]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table masked=True length=22\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Source_NameGLONGLAT
degdeg
bytes18float32float32
3FHL J1731.7-3003357.45111.9489
3FHL J1732.6-3131356.31920.9981
3FHL J1741.8-25362.39232.4610
3FHL J1744.5-26092.23871.6537
3FHL J1745.6-2900359.9423-0.0497
3FHL J1745.8-3028e358.7080-0.8370
3FHL J1746.2-28520.1225-0.0882
3FHL J1747.2-2959359.2745-0.8456
3FHL J1747.2-28220.6775-0.0182
.........
3FHL J1753.8-25373.77060.1398
3FHL J1800.5-2343e6.1952-0.2333
3FHL J1800.7-23576.0099-0.3812
3FHL J1801.5-24505.3311-0.9750
3FHL J1801.6-23276.5336-0.3132
3FHL J1802.3-30430.2988-4.0414
3FHL J1803.1-21488.14700.1906
3FHL J1804.7-2144e8.3974-0.0948
3FHL J1809.8-23327.3904-1.9952
3FHL J1811.2-28003.6168-4.4098
" ], "text/plain": [ "\n", " Source_Name GLON GLAT \n", " deg deg \n", " bytes18 float32 float32 \n", "------------------ -------- --------\n", "3FHL J1731.7-3003 357.4511 1.9489\n", "3FHL J1732.6-3131 356.3192 0.9981\n", "3FHL J1741.8-2536 2.3923 2.4610\n", "3FHL J1744.5-2609 2.2387 1.6537\n", "3FHL J1745.6-2900 359.9423 -0.0497\n", "3FHL J1745.8-3028e 358.7080 -0.8370\n", "3FHL J1746.2-2852 0.1225 -0.0882\n", "3FHL J1747.2-2959 359.2745 -0.8456\n", "3FHL J1747.2-2822 0.6775 -0.0182\n", " ... ... ...\n", "3FHL J1753.8-2537 3.7706 0.1398\n", "3FHL J1800.5-2343e 6.1952 -0.2333\n", "3FHL J1800.7-2357 6.0099 -0.3812\n", "3FHL J1801.5-2450 5.3311 -0.9750\n", "3FHL J1801.6-2327 6.5336 -0.3132\n", "3FHL J1802.3-3043 0.2988 -4.0414\n", "3FHL J1803.1-2148 8.1470 0.1906\n", "3FHL J1804.7-2144e 8.3974 -0.0948\n", "3FHL J1809.8-2332 7.3904 -1.9952\n", "3FHL J1811.2-2800 3.6168 -4.4098" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fermi_3fhl.table[[\"Source_Name\", \"GLON\", \"GLAT\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "TODO: put one or more exercises" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Start exercises here!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "In this notebook, we have seen how to work with images and compute TS images from counts data, if a background estimate is already available.\n", "\n", "Here's some suggestions what to do next:\n", "\n", "- TODO: point to background estimation examples\n", "- TODO: point to other docs ..." ] } ], "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": 2 }