{ "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/cta_data_analysis.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", "[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 : 0.18.2 \r\n", "\tpath : /Users/adonath/github/adonath/gammapy/gammapy \r\n", "\r\n", "\r\n", "Other packages:\r\n", "\r\n", "\tnumpy : 1.18.5 \r\n", "\tscipy : 1.5.0 \r\n", "\tastropy : 4.0.1.post1 \r\n", "\tregions : 0.4 \r\n", "\tclick : 7.1.2 \r\n", "\tyaml : 5.3.1 \r\n", "\tIPython : 7.16.1 \r\n", "\tjupyterlab : 2.1.5 \r\n", "\tmatplotlib : 3.2.2 \r\n", "\tpandas : 1.0.5 \r\n", "\thealpy : 1.13.0 \r\n", "\timinuit : 1.4.5 \r\n", "\tsherpa : 4.12.0 \r\n", "\tnaima : 0.9.1 \r\n", "\temcee : 2.2.1 \r\n", "\tcorner : 2.1.0 \r\n", "\tparfive : 1.1.0 \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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\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": "stderr", "output_type": "stream", "text": [ "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "WARNING:gammapy.irf.background:Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.25 s, sys: 415 ms, total: 3.67 s\n", "Wall time: 3.74 s\n" ] } ], "source": [ "%%time\n", "stacked = MapDataset.create(geom=geom)\n", "stacked.edisp = None\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": [], "source": [ "# The maps are cubes, with an energy axis.\n", "# Let's also make some images:\n", "dataset_image = stacked.to_image()" ] }, { "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": { "image/png": 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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": [ "dataset_image.excess.smooth(3).plot(vmax=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Detection\n", "\n", "Use the class `~gammapy.estimators.TSMapEstimator` and function `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=\"0.05 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": [], "source": [ "ts_image_estimator = TSMapEstimator(\n", " model,\n", " kernel_width=\"0.5 deg\",\n", " selection_optional=[],\n", " downsampling_factor=2,\n", " sum_over_energy_groups=False,\n", " energy_edges=[0.1, 10] * u.TeV,\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: invalid value encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.26 s, sys: 194 ms, total: 8.46 s\n", "Wall time: 8.66 s\n" ] } ], "source": [ "%%time\n", "images_ts = ts_image_estimator.run(stacked)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=8\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float64int64int64float64float64
43.596252197266.42400-29.00490
22.196207202266.85900-28.18386
15.67185202267.11657-27.80719
12.784373205264.79470-30.97749
12.346306183266.05018-30.07215
7.317190209268.07455-26.10409
6.1645405236263.78276-31.18457
5.240319030270.44708-29.62765
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float64 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 43.596 252 197 266.42400 -29.00490\n", " 22.196 207 202 266.85900 -28.18386\n", " 15.67 185 202 267.11657 -27.80719\n", " 12.784 373 205 264.79470 -30.97749\n", " 12.346 306 183 266.05018 -30.07215\n", " 7.3171 90 209 268.07455 -26.10409\n", " 6.1645 405 236 263.78276 -31.18457\n", " 5.2403 190 30 270.44708 -29.62765" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(\n", " images_ts[\"sqrt_ts\"].get_image_by_idx((0,)),\n", " threshold=5,\n", " min_distance=\"0.2 deg\",\n", ")\n", "sources" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "source_pos = SkyCoord(sources[\"ra\"], sources[\"dec\"])\n", "source_pos" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": 23, "metadata": {}, "outputs": [], "source": [ "e_reco = MapAxis.from_energy_bounds(0.1, 40, 40, unit=\"TeV\", name=\"energy\")\n", "e_true = MapAxis.from_energy_bounds(\n", " 0.05, 100, 200, unit=\"TeV\", name=\"energy_true\"\n", ")\n", "\n", "dataset_empty = SpectrumDataset.create(\n", " e_reco=e_reco, e_true=e_true, region=on_region\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "dataset_maker = SpectrumDatasetMaker(\n", " containment_correction=False, selection=[\"counts\", \"exposure\", \"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": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.94 s, sys: 211 ms, total: 4.15 s\n", "Wall time: 4.14 s\n" ] } ], "source": [ "%%time\n", "datasets = 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": 26, "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, _ = dataset_image.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": 27, "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 : 104\n", "\ttotal stat : 88.36\n", "\n", "CPU times: user 1.15 s, sys: 18 ms, total: 1.17 s\n", "Wall time: 1.22 s\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", "\n", "model = SkyModel(spectral_model=spectral_model, name=\"source-gc\")\n", "\n", "datasets.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": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectrumDatasetOnOff\n", "--------------------\n", "\n", " Name : stacked \n", "\n", " Total counts : 413 \n", " Total off counts : 2095.00\n", " Total background counts : 85.43\n", " Total excess counts : 327.57\n", "\n", " Predicted counts : 438.83\n", " Predicted background counts : 85.25\n", " Predicted excess counts : 353.58\n", "\n", " Exposure min : 9.94e+07 m2 s\n", " Exposure max : 2.46e+10 m2 s\n", "\n", " Acceptance mean : 1.000\n", " Acceptance off : 989.704\n", "\n", " Number of total bins : 40 \n", " Number of fit bins : 30 \n", "\n", " Fit statistic type : wstat\n", " Fit statistic value (-2 log(L)) : 48.41\n", "\n", " Number of models : 1 \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 : \n", " Temporal model type : \n", " Parameters:\n", " index : 2.403 \n", " amplitude : 3.28e-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.stack_reduce(name=\"stacked\")\n", "\n", "print(stacked_dataset)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=5\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
counts [1]e_refe_mine_maxref_dnderef_fluxref_efluxref_e2dndenormstatsuccessnorm_errtsnorm_errpnorm_errnnorm_ulnorm_scan [11]stat_scan [11]sqrt_tsdndednde_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)
int64float64float64float64float64float64float64float64float64float64boolfloat64float64float64float64float64float64float64float64float64float64float64float64float64
1061.3750.9462.0001.526e-121.645e-122.170e-122.886e-120.94813.412True0.117152.5130.1210.1131.1970.200 .. 5.00086.166 .. 416.72612.3501.447e-121.827e-121.783e-131.841e-131.727e-13
732.6992.0003.6413.021e-135.029e-131.321e-122.200e-121.1792.245True0.160150.6540.1660.1541.5250.200 .. 5.00079.568 .. 216.10212.2743.563e-134.606e-134.835e-145.024e-144.650e-14
545.2953.6417.7005.980e-142.482e-131.260e-121.677e-121.2260.624True0.190121.5700.1990.1821.6420.200 .. 5.00062.910 .. 151.20911.0267.332e-149.817e-141.138e-141.190e-141.087e-14
1311.1987.70016.2849.888e-158.679e-149.321e-131.240e-120.6435.744True0.21821.7890.2380.1981.1620.200 .. 5.00012.582 .. 101.3864.6686.353e-151.149e-142.154e-152.356e-151.961e-15
421.97116.28429.6451.957e-152.653e-145.675e-139.449e-130.5672.899True0.3546.2500.4160.2981.5290.200 .. 5.0004.583 .. 37.0842.5001.109e-152.992e-156.938e-168.137e-165.833e-16
" ], "text/plain": [ "\n", "counts [1] e_ref e_min ... dnde_err dnde_errp dnde_errn \n", " TeV TeV ... 1 / (cm2 s TeV) 1 / (cm2 s TeV) 1 / (cm2 s TeV)\n", " int64 float64 float64 ... float64 float64 float64 \n", "---------- ------- ------- ... --------------- --------------- ---------------\n", " 106 1.375 0.946 ... 1.783e-13 1.841e-13 1.727e-13\n", " 73 2.699 2.000 ... 4.835e-14 5.024e-14 4.650e-14\n", " 54 5.295 3.641 ... 1.138e-14 1.190e-14 1.087e-14\n", " 13 11.198 7.700 ... 2.154e-15 2.356e-15 1.961e-15\n", " 4 21.971 16.284 ... 6.938e-16 8.137e-16 5.833e-16" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "energy_edges = MapAxis.from_energy_bounds(\"1 TeV\", \"30 TeV\", nbin=5).edges\n", "\n", "stacked_dataset.models = model\n", "\n", "fpe = FluxPointsEstimator(energy_edges=energy_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": 30, "metadata": {}, "outputs": [], "source": [ "flux_points_dataset = FluxPointsDataset(data=flux_points, models=model)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flux_points_dataset.plot_fit();" ] }, { "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": 32, "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 }