{ "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/v0.12?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 948 ms, sys: 97.1 ms, total: 1.05 s\n", "Wall time: 10.8 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "images[\"sqrt_ts\"].plot(add_cbar=True);" ] }, { "cell_type": "code", "execution_count": 6, "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=\"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": "3.6.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 2 }