{ "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/v0.17?urlpath=lab/tree/cta_data_analysis.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", "[cta_data_analysis.ipynb](../_static/notebooks/cta_data_analysis.ipynb) |\n", "[cta_data_analysis.py](../_static/notebooks/cta_data_analysis.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CTA data analysis with Gammapy\n", "\n", "## Introduction\n", "\n", "**This notebook shows an example how to make a sky image and spectrum for simulated CTA data with Gammapy.**\n", "\n", "The dataset we will use is three observation runs on the Galactic center. This is a tiny (and thus quick to process and play with and learn) subset of the simulated CTA dataset that was produced for the first data challenge in August 2017.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "As usual, we'll start 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": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "Gammapy package:\r\n", "\r\n", "\tversion : 0.17 \r\n", "\tpath : /Users/terrier/Code/gammapy-dev/gammapy-docs/build/v0.17/gammapy/gammapy \r\n", "\r\n", "\r\n", "Other packages:\r\n", "\r\n", "\tnumpy : 1.18.1 \r\n", "\tscipy : 1.4.1 \r\n", "\tastropy : 4.0 \r\n", "\tregions : 0.4 \r\n", "\tclick : 7.1.1 \r\n", "\tyaml : 5.1.2 \r\n", "\tIPython : 7.13.0 \r\n", "\tjupyterlab : 2.0.1 \r\n", "\tmatplotlib : 3.1.2 \r\n", "\tpandas : 0.25.3 \r\n", "\thealpy : 1.13.0 \r\n", "\timinuit : 1.3.8 \r\n", "\tsherpa : 4.12.0 \r\n", "\tnaima : 0.9.1 \r\n", "\temcee : 2.2.1 \r\n", "\tcorner : 2.0.1 \r\n", "\tparfive : 1.0.0 \r\n", "\r\n" ] } ], "source": [ "!gammapy info --no-envvar --no-system" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.convolution import Gaussian2DKernel\n", "from regions import CircleSkyRegion\n", "from gammapy.modeling import Fit\n", "from gammapy.data import DataStore\n", "from gammapy.datasets import (\n", " Datasets,\n", " FluxPointsDataset,\n", " SpectrumDataset,\n", " MapDataset,\n", ")\n", "from gammapy.modeling.models import (\n", " PowerLawSpectralModel,\n", " SkyModel,\n", " GaussianSpatialModel,\n", ")\n", "from gammapy.maps import MapAxis, WcsNDMap, WcsGeom\n", "from gammapy.makers import (\n", " MapDatasetMaker,\n", " SafeMaskMaker,\n", " SpectrumDatasetMaker,\n", " ReflectedRegionsBackgroundMaker,\n", ")\n", "from gammapy.estimators import TSMapEstimator, FluxPointsEstimator\n", "from gammapy.estimators.utils import find_peaks\n", "from gammapy.visualization import plot_spectrum_datasets_off_regions" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Configure the logger, so that the spectral analysis\n", "# isn't so chatty about what it's doing.\n", "import logging\n", "\n", "logging.basicConfig()\n", "log = logging.getLogger(\"gammapy.spectrum\")\n", "log.setLevel(logging.ERROR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Select observations\n", "\n", "A Gammapy analysis usually starts by creating a `~gammapy.data.DataStore` and selecting observations.\n", "\n", "This is shown in detail in the other notebook, here we just pick three observations near the galactic center." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/cta-1dc/index/gps\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Just as a reminder: this is how to select observations\n", "# from astropy.coordinates import SkyCoord\n", "# table = data_store.obs_table\n", "# pos_obs = SkyCoord(table['GLON_PNT'], table['GLAT_PNT'], frame='galactic', unit='deg')\n", "# pos_target = SkyCoord(0, 0, frame='galactic', unit='deg')\n", "# offset = pos_target.separation(pos_obs).deg\n", "# mask = (1 < offset) & (offset < 2)\n", "# table = table[mask]\n", "# table.show_in_browser(jsviewer=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "obs_id = [110380, 111140, 111159]\n", "observations = data_store.get_observations(obs_id)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "ObservationTable length=3\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDGLON_PNTGLAT_PNTLIVETIME
degdegs
int64float64float64float64
110380359.9999912037958-1.2999959379053661764.0
111140358.49998338300741.30000202119542841764.0
1111591.50000565682677411.2999404683352941764.0
" ], "text/plain": [ "\n", "OBS_ID GLON_PNT GLAT_PNT LIVETIME\n", " deg deg s \n", "int64 float64 float64 float64 \n", "------ ------------------ ------------------ --------\n", "110380 359.9999912037958 -1.299995937905366 1764.0\n", "111140 358.4999833830074 1.3000020211954284 1764.0\n", "111159 1.5000056568267741 1.299940468335294 1764.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs_cols = [\"OBS_ID\", \"GLON_PNT\", \"GLAT_PNT\", \"LIVETIME\"]\n", "data_store.obs_table.select_obs_id(obs_id)[obs_cols]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make sky images\n", "\n", "### Define map geometry\n", "\n", "Select the target position and define an ON region for the spectral analysis" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "WcsGeom\n", "\n", "\taxes : ['lon', 'lat', 'energy']\n", "\tshape : (500, 400, 9)\n", "\tndim : 3\n", "\tframe : galactic\n", "\tprojection : CAR\n", "\tcenter : 0.0 deg, 0.0 deg\n", "\twidth : 10.0 deg x 8.0 deg" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axis = MapAxis.from_edges(\n", " np.logspace(-1.0, 1.0, 10), unit=\"TeV\", name=\"energy\", interp=\"log\"\n", ")\n", "geom = WcsGeom.create(\n", " skydir=(0, 0), npix=(500, 400), binsz=0.02, frame=\"galactic\", axes=[axis]\n", ")\n", "geom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute images\n", "\n", "Exclusion mask currently unused. Remove here or move to later in the tutorial?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "target_position = SkyCoord(0, 0, unit=\"deg\", frame=\"galactic\")\n", "on_radius = 0.2 * u.deg\n", "on_region = CircleSkyRegion(center=target_position, radius=on_radius)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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YkO9NV9W9VXVzG38A2AIcycJv288Cd1bVV6vqYeAjwEtYIO2qzvfb5P5tGHZHs4AVSfajC4eHgfvbsiVt+V7R5nm07YXAbVV1a9v+vqra3pb10jbDcGfvBi6i+48+7TLg/cBvAH88iaL2pCSrgWfS/Uu90Nt2JPC1gel72rwF0652WeYWus5LPl1VN7ZF5ye5LckHkzyuzfsY8CBwL/CPwDur6ttt2RXADcCSqtrSYxNmNce2PQWoJNe27vwuGvhV/bRt0ofTe8sAnAm8r42fSjtNXkwDcDBwE3DWpGvZQ+15BXDFwPRa4D2TrmuebXks8Bng3wA/RXd0uwT4PeCDbZ2TgQ/THWU9AfgKcMyka99DbXszsJXuVd3lwOeB5/dZp0eGO5wM/Pskd9Gdbp2WZK8+qpiLJPvTdZ/24araKx5y3QPuAY4amF4F/NOEavmJVNV3geuA06vqG1W1vaoeAT5AdzkAumuGn6qqf6mqbwKfA/rrtWSeRmzbPcD1VfXPVfUQcA1wQp91GoZNVV1cVauqajVdZ7Mbq+qVEy5rj0jXTdAfAluq6l2TrmcP+iLw5CRTSQ6g+3P7xIRrGlmSw5M8to0fBLwA+HKSJw6s9lLgS238H+n+kU6SFXQ3JL7cZ82jmkfbrgWOT7K8XRN9HvD3fdY8kdfx1LuT6U4hN7drOABvraprJljTT6yqtiU5n+4v0lK6U67bJ1zWXDwRWNd6gF8C/FlVXZ1kfZJn0N00uAt4XVv/vcCH6AIkwIeq6rb+yx7JnNpWVd9J8i66f+AKuKaq/qLPgn0dT5LwNFmSAMNQkgDDUJIAw1CSAMNQkgDDUJIAw1CzSPJTSf4kyVeT3NS6VnrpbrZZneRLw9YZsu25SY4YmL4iyXEjbnvqdJdr45LkhvZzdZJz5rH9uUku2/OVaU8xDPVj2hsrHwf+pqqOqapn0b3dsWqMuz0XeDQMq+rVVdXrGwjDVNVJbXQ13WtxWmQMQ83kNODhqrp8ekZV3V1V74FHj47+b+td5OYkJ+36C4atk+Si1nnnrUnenuTldO/Yfrh1+HlQkuuSrGnrn95+x61J/nrURiR5frqOeje3HlIObPPvSnJJ+52bkxzb5h+e5NNt/vuT3J3k8W3ZdHdUbwf+bavzwl2P+JJcneTUNv5rSe5Icj3dW0AM7OfKJF9sw6PLNEGT7tHCYe8bgNcD/3PI8uXAsjb+ZGBTG18NfGk365xB1x3T8ja9sv28DlgzsI/r6ALycLpuuqYG19+lnlPZpZchYFnb7ilt+v8Ab2zjdwEXtPH/TOv5hq7rr4vb+Ol0r4U9vk1/f6Z90R3RXjYwfXVb54l07xIfTtfx7Oem16PrPPiUNn403TvjE/9z39cH303WbiV5L3AK3dHis+m6kLqsvWO6na4vul3Nts4L6N6pfQigdvTHN5sT6U7Xt464/rR/DWytqjva9DrgPLo+K2HH5ylvAs5q46fQdR5AVX0qyXdG3NdMfg64rqq+BZDkT9n5v8Fx3dUIAA5Nckh1He9qQgxDzeR24GXTE1V1Xjtd3NRmXQh8A3g63aWWH87wO2ZbJwzv8XhXc11/cLthftR+bmfH34P59KK8jZ0vNy0bGJ+t7iXAc6rqB/PYn8bEa4aayUZgWZLfHJi3fGD8McC91fVJt5aux5hdzbbOXwKvSrIcIMnKNv8Buu+z7OrzwPOSTO2y/u58GVid5Gfa9Frg+t1s81ngP7T9vBB43Azr7FrnXcAzkixJchQ7+ue7ETg1yWGtL8lXDGzzl8D50xPt6FkTZhjqx1R3MeuX6EJoa5Iv0J1m/lZb5X3Af0ryt3Snfg/O8GtmXKeqPkXX5+Cm1p3Ym9v6fwRcPn0DZaCWbwGvBTYkuZXu40AzeX6Se6YHuk8b/Brw0SSb6T7lcPks2067BHhhkpvprm3eSxd+g24DtrWbORfSXQvcCmwG3glMf2vmXrqPH30e+Kvp+c3rgTXpur7/e7rPE2jC7MJLatrd5u3V9ZP4HOB/VZVHbfsIrxlKOxwN/FmSJXRfnnvNhOtRjzwylCS8ZihJgGEoSYBhKEmAYShJgGEoSQD8f89+NU5rWwVFAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "exclusion_mask = geom.to_image().region_mask([on_region], inside=False)\n", "exclusion_mask = WcsNDMap(geom.to_image(), exclusion_mask)\n", "exclusion_mask.plot();" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.81 s, sys: 770 ms, total: 4.58 s\n", "Wall time: 4.62 s\n" ] } ], "source": [ "%%time\n", "stacked = MapDataset.create(geom=geom)\n", "maker = MapDatasetMaker(selection=[\"counts\", \"background\", \"exposure\", \"psf\"])\n", "maker_safe_mask = SafeMaskMaker(methods=[\"offset-max\"], offset_max=2.5 * u.deg)\n", "\n", "for obs in observations:\n", " cutout = stacked.cutout(obs.pointing_radec, width=\"5 deg\")\n", " dataset = maker.run(cutout, obs)\n", " dataset = maker_safe_mask.run(dataset, obs)\n", " stacked.stack(dataset)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/terrier/Code/gammapy-dev/gammapy-docs/build/v0.17/gammapy/gammapy/irf/psf_map.py:317: RuntimeWarning: invalid value encountered in true_divide\n", " psf_data = exp_weighed.data * self.psf_map.data / exposure.data\n" ] } ], "source": [ "# The maps are cubes, with an energy axis.\n", "# Let's also make some images:\n", "dataset_image = stacked.to_image()\n", "\n", "images = {\n", " \"counts\": dataset_image.counts.get_image_by_idx((0,)),\n", " \"exposure\": dataset_image.exposure.get_image_by_idx((0,)),\n", " \"background\": dataset_image.background_model.map.get_image_by_idx((0,)),\n", "}\n", "\n", "images[\"excess\"] = images[\"counts\"] - images[\"background\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show images\n", "\n", "Let's have a quick look at the images we computed ..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "images[\"excess\"].smooth(3).plot(vmax=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Detection\n", "\n", "Use the class `~gammapy.estimators.TSMapEstimator` and `~gammapy.estimators.utils.find_peaks` to detect sources on the images. We search for 0.1 deg sigma gaussian sources in the dataset." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "spatial_model = GaussianSpatialModel(sigma=\"0.1 deg\")\n", "spectral_model = PowerLawSpectralModel(index=2)\n", "model = SkyModel(spatial_model=spatial_model, spectral_model=spectral_model)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/terrier/Code/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/astropy/units/quantity.py:481: RuntimeWarning: invalid value encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['ts', 'sqrt_ts', 'flux', 'flux_err', 'flux_ul', 'niter'])\n", "CPU times: user 13.8 s, sys: 239 ms, total: 14 s\n", "Wall time: 14.1 s\n" ] } ], "source": [ "%%time\n", "ts_image_estimator = TSMapEstimator(model)\n", "images_ts = ts_image_estimator.run(dataset_image)\n", "print(images_ts.keys())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=111\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", "
valuexyradec
degdeg
float32int64int64float64float64
33.708253197266.41208-29.02198
16.935207205266.80079-28.15278
12.358214198266.85440-28.34505
12.351273196266.19254-29.37365
11.921217198266.81908-28.39638
11.887277197266.12496-29.43139
11.654202193267.09247-28.19131
11.635217196266.85798-28.41709
11.304214194266.93220-28.38645
...............
6.4745174190267.47711-27.74210
6.413288203265.87510-29.55589
6.229292213265.63122-29.51878
6.1913162196267.49995-27.47454
6.1821160190267.63920-27.50174
6.1092232184266.91503-28.79800
6.0999316173266.12629-30.34723
6.0891314174266.13078-30.30268
6.0544162191267.59672-27.52584
6.0233162194267.53865-27.49507
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float32 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 33.708 253 197 266.41208 -29.02198\n", " 16.935 207 205 266.80079 -28.15278\n", " 12.358 214 198 266.85440 -28.34505\n", " 12.351 273 196 266.19254 -29.37365\n", " 11.921 217 198 266.81908 -28.39638\n", " 11.887 277 197 266.12496 -29.43139\n", " 11.654 202 193 267.09247 -28.19131\n", " 11.635 217 196 266.85798 -28.41709\n", " 11.304 214 194 266.93220 -28.38645\n", " ... ... ... ... ...\n", " 6.4745 174 190 267.47711 -27.74210\n", " 6.413 288 203 265.87510 -29.55589\n", " 6.229 292 213 265.63122 -29.51878\n", " 6.1913 162 196 267.49995 -27.47454\n", " 6.1821 160 190 267.63920 -27.50174\n", " 6.1092 232 184 266.91503 -28.79800\n", " 6.0999 316 173 266.12629 -30.34723\n", " 6.0891 314 174 266.13078 -30.30268\n", " 6.0544 162 191 267.59672 -27.52584\n", " 6.0233 162 194 267.53865 -27.49507" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images_ts[\"sqrt_ts\"], threshold=6)\n", "sources" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "source_pos = SkyCoord(sources[\"ra\"], sources[\"dec\"])\n", "source_pos" ] }, { "cell_type": "code", "execution_count": 21, "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", "images_ts[\"sqrt_ts\"].plot(add_cbar=True)\n", "\n", "plt.gca().scatter(\n", " source_pos.ra.deg,\n", " source_pos.dec.deg,\n", " transform=plt.gca().get_transform(\"icrs\"),\n", " color=\"none\",\n", " edgecolor=\"white\",\n", " marker=\"o\",\n", " s=200,\n", " lw=1.5,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial analysis\n", "\n", "See other notebooks for how to run a 3D cube or 2D image based analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectrum\n", "\n", "We'll run a spectral analysis using the classical reflected regions background estimation method,\n", "and using the on-off (often called WSTAT) likelihood function." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "e_reco = np.logspace(-1, np.log10(40), 40) * u.TeV\n", "e_true = np.logspace(np.log10(0.05), 2, 200) * u.TeV\n", "\n", "dataset_empty = SpectrumDataset.create(\n", " e_reco=e_reco, e_true=e_true, region=on_region\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "dataset_maker = SpectrumDatasetMaker(\n", " containment_correction=False, selection=[\"counts\", \"aeff\", \"edisp\"]\n", ")\n", "bkg_maker = ReflectedRegionsBackgroundMaker(exclusion_mask=exclusion_mask)\n", "safe_mask_masker = SafeMaskMaker(methods=[\"aeff-max\"], aeff_percent=10)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.94 s, sys: 258 ms, total: 4.2 s\n", "Wall time: 4.21 s\n" ] } ], "source": [ "%%time\n", "datasets = []\n", "\n", "for observation in observations:\n", " dataset = dataset_maker.run(\n", " dataset_empty.copy(name=f\"obs-{observation.obs_id}\"), observation\n", " )\n", " dataset_on_off = bkg_maker.run(dataset, observation)\n", " dataset_on_off = safe_mask_masker.run(dataset_on_off, observation)\n", " datasets.append(dataset_on_off)" ] }, { "cell_type": "code", "execution_count": 25, "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=(8, 8))\n", "_, ax, _ = images[\"counts\"].smooth(\"0.03 deg\").plot(vmax=8)\n", "\n", "on_region.to_pixel(ax.wcs).plot(ax=ax, edgecolor=\"white\")\n", "plot_spectrum_datasets_off_regions(datasets, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model fit\n", "\n", "The next step is to fit a spectral model, using all data (i.e. a \"global\" fit, using all energies)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 108\n", "\ttotal stat : 75.81\n", "\n", "CPU times: user 885 ms, sys: 15 ms, total: 900 ms\n", "Wall time: 941 ms\n" ] } ], "source": [ "%%time\n", "spectral_model = PowerLawSpectralModel(\n", " index=2, amplitude=1e-11 * u.Unit(\"cm-2 s-1 TeV-1\"), reference=1 * u.TeV\n", ")\n", "model = SkyModel(spectral_model=spectral_model, name=\"source-gc\")\n", "for dataset in datasets:\n", " dataset.models = model\n", "\n", "fit = Fit(datasets)\n", "result = fit.run()\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral points\n", "\n", "Finally, let's compute spectral points. The method used is to first choose an energy binning, and then to do a 1-dim likelihood fit / profile to compute the flux and flux error." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectrumDatasetOnOff\n", "--------------------\n", "\n", " Name : stacked \n", "\n", " Total counts : 441 \n", " Total predicted counts : 433.82\n", " Total off counts : 2278.00\n", "\n", " Total background counts : 91.22\n", "\n", " Effective area min : 1.88e+08 cm2\n", " Effective area max : 4.64e+10 cm2\n", "\n", " Livetime : 5.29e+03 s\n", "\n", " Acceptance mean: : 1.0\n", "\n", " Number of total bins : 39 \n", " Number of fit bins : 29 \n", "\n", " Fit statistic type : wstat\n", " Fit statistic value (-2 log(L)) : 208.36\n", "\n", " Number of parameters : 3\n", " Number of free parameters : 2\n", "\n", " Component 0: SkyModel\n", " \n", " Name : source-gc\n", " Datasets names : None\n", " Spectral model type : PowerLawSpectralModel\n", " Spatial model type : None\n", " Temporal model type : None\n", " Parameters:\n", " index : 2.423 \n", " amplitude : 3.38e-12 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " \n", " \n" ] } ], "source": [ "# Flux points are computed on stacked observation\n", "stacked_dataset = Datasets(datasets).stack_reduce(name=\"stacked\")\n", "\n", "print(stacked_dataset)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=5\n", "
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e_refe_mine_maxref_dnderef_fluxref_efluxref_e2dndenormstatsuccessnorm_errnorm_errpnorm_errnnorm_ulsqrt_tstsnull_valuenorm_scan [11]stat_scan [11]counts [1]dndednde_uldnde_errdnde_errpdnde_errn
TeVTeVTeV1 / (cm2 s TeV)1 / (cm2 s)TeV / (cm2 s)TeV / (cm2 s)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)
float64float64float64float64float64float64float64float64float64boolfloat64float64float64float64float64float64int64float64float64int64float64float64float64float64float64
1.3621.0021.8521.598e-121.381e-121.828e-122.966e-120.8823.705True0.1130.1270.1191.14610.896118.71200.200 .. 5.00057.282 .. 359.241831.410e-121.832e-121.804e-132.033e-131.901e-13
2.7191.8523.9932.993e-136.568e-131.708e-122.213e-121.1681.660True0.1360.1460.1361.46913.917193.67000.200 .. 5.00099.764 .. 277.338923.495e-134.397e-134.063e-144.359e-144.067e-14
5.4293.9937.3825.605e-141.930e-131.018e-121.652e-121.2083.418True0.3120.2260.2011.6819.52090.62900.200 .. 5.00050.176 .. 123.817436.772e-149.423e-141.747e-141.267e-141.129e-14
10.8387.38215.9131.050e-149.180e-149.512e-131.233e-120.7617.054True0.2260.2510.2101.3025.25727.63500.200 .. 5.00017.512 .. 99.475167.992e-151.367e-142.368e-152.636e-152.209e-15
21.63615.91329.4191.966e-152.698e-145.671e-139.202e-130.5642.889True0.3310.4090.2941.5112.5366.43100.200 .. 5.0004.599 .. 37.77341.108e-152.971e-156.501e-168.047e-165.781e-16
" ], "text/plain": [ "\n", " e_ref e_min e_max ... dnde_err dnde_errp dnde_errn \n", " TeV TeV TeV ... 1 / (cm2 s TeV) 1 / (cm2 s TeV) 1 / (cm2 s TeV)\n", "float64 float64 float64 ... float64 float64 float64 \n", "------- ------- ------- ... --------------- --------------- ---------------\n", " 1.362 1.002 1.852 ... 1.804e-13 2.033e-13 1.901e-13\n", " 2.719 1.852 3.993 ... 4.063e-14 4.359e-14 4.067e-14\n", " 5.429 3.993 7.382 ... 1.747e-14 1.267e-14 1.129e-14\n", " 10.838 7.382 15.913 ... 2.368e-15 2.636e-15 2.209e-15\n", " 21.636 15.913 29.419 ... 6.501e-16 8.047e-16 5.781e-16" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e_edges = MapAxis.from_energy_bounds(\"1 TeV\", \"30 TeV\", nbin=5).edges\n", "\n", "stacked_dataset.models = model\n", "\n", "fpe = FluxPointsEstimator(e_edges=e_edges, source=\"source-gc\")\n", "flux_points = fpe.run(datasets=[stacked_dataset])\n", "flux_points.table_formatted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot\n", "\n", "Let's plot the spectral model and points. You could do it directly, but for convenience we bundle the model and the flux points in a `FluxPointDataset`:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "flux_points_dataset = FluxPointsDataset(data=flux_points, models=model)" ] }, { "cell_type": "code", "execution_count": 30, "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=(8, 6))\n", "flux_points_dataset.peek();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Re-run the analysis above, varying some analysis parameters, e.g.\n", " * Select a few other observations\n", " * Change the energy band for the map\n", " * Change the spectral model for the fit\n", " * Change the energy binning for the spectral points\n", "* Change the target. Make a sky image and spectrum for your favourite source.\n", " * If you don't know any, the Crab nebula is the \"hello world!\" analysis of gamma-ray astronomy." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# print('hello world')\n", "# SkyCoord.from_name('crab')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "* This notebook showed an example of a first CTA analysis with Gammapy, using simulated 1DC data.\n", "* Let us know if you have any question or issues!" ] } ], "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 }