{ "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/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 : 0.16 \r\n", "\tpath : /Users/adonath/github/adonath/gammapy/gammapy \r\n", "\r\n", "\r\n", "Other packages:\r\n", "\r\n", "\tnumpy : 1.18.1 \r\n", "\tscipy : 1.3.1 \r\n", "\tastropy : 4.1.dev27293 \r\n", "\tregions : 0.4 \r\n", "\tclick : 7.0 \r\n", "\tyaml : 5.2 \r\n", "\tIPython : 7.10.2 \r\n", "\tjupyterlab : 1.2.4 \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 : 4.11.1 \r\n", "\tnaima : 0.9.0 \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, Datasets\n", "from gammapy.data import DataStore\n", "from gammapy.modeling.models import PowerLawSpectralModel, SkyModel\n", "from gammapy.spectrum import (\n", " SpectrumDatasetMaker,\n", " SpectrumDataset,\n", " FluxPointsEstimator,\n", " FluxPointsDataset,\n", " ReflectedRegionsBackgroundMaker,\n", " plot_spectrum_datasets_off_regions,\n", ")\n", "from gammapy.maps import MapAxis, WcsNDMap, WcsGeom\n", "from gammapy.cube import MapDatasetMaker, MapDataset, SafeMaskMaker\n", "from gammapy.detect import TSMapEstimator, find_peaks" ] }, { "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": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.03 s, sys: 431 ms, total: 2.46 s\n", "Wall time: 2.5 s\n" ] } ], "source": [ "%%time\n", "stacked = MapDataset.create(geom=geom)\n", "maker = MapDatasetMaker(selection=[\"counts\", \"background\", \"exposure\"])\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/adonath/github/adonath/gammapy/gammapy/cube/psf_map.py:483: 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": { "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": [ "images[\"excess\"].smooth(3).plot(vmax=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Detection\n", "\n", "Use the class `~gammapy.detect.TSMapEstimator` and `~gammapy.detect.find_peaks` to detect sources on the images:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kernel = Gaussian2DKernel(1, mode=\"oversample\").array\n", "plt.imshow(kernel);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/github/adonath/astropy/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 11.7 s, sys: 250 ms, total: 12 s\n", "Wall time: 12.1 s\n" ] } ], "source": [ "%%time\n", "ts_image_estimator = TSMapEstimator()\n", "images_ts = ts_image_estimator.run(dataset_image, kernel)\n", "print(images_ts.keys())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float32int64int64float64float64
26.8252197266.42400-29.00490
10.284207204266.82019-28.16314
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float32 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 26.8 252 197 266.42400 -29.00490\n", " 10.284 207 204 266.82019 -28.16314" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images_ts[\"sqrt_ts\"], threshold=8)\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", "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": 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 5.19 s, sys: 203 ms, total: 5.39 s\n", "Wall time: 5.46 s\n" ] } ], "source": [ "%%time\n", "datasets = []\n", "\n", "for observation in observations:\n", " dataset = dataset_maker.run(dataset_empty.copy(), observation)\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 415 ms, sys: 4.46 ms, total: 419 ms\n", "Wall time: 424 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)\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 : hPVrILrU \n", "\n", " Total counts : 441 \n", " Total predicted counts : 1118.93\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)) : 29.87\n", "\n", " Number of parameters : 3\n", " Number of free parameters : 2\n", "\n", " Component 0: SkyModel\n", " \n", " Name : ogMo8zh2\n", " Spectral model type : PowerLawSpectralModel\n", " Spatial model type : None\n", " Temporal model type : \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()\n", "\n", "print(stacked_dataset)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/github/adonath/astropy/astropy/units/quantity.py:481: RuntimeWarning: invalid value encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { "text/html": [ "Table length=4\n", "
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e_refe_mine_maxref_dnderef_fluxref_efluxref_e2dndenormstatnorm_errcounts [1]norm_errpnorm_errnnorm_ulsqrt_tstsnorm_scan [11]stat_scan [11]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)
float64float64float64float64float64float64float64float64float64float64int64float64float64float64float64float64float64float64float64float64float64float64float64
1.5881.0022.5181.101e-121.731e-122.578e-122.779e-120.8905.8440.0991240.1030.0951.10013.995195.8490.200 .. 5.00092.974 .. 547.6849.798e-131.212e-121.089e-131.131e-131.050e-13
3.6972.5185.4291.422e-134.242e-131.499e-121.943e-121.0611.2310.145720.1510.1391.37412.304151.3820.200 .. 5.00072.896 .. 256.6231.509e-131.954e-132.058e-142.145e-141.973e-14
8.6075.42913.6471.835e-141.562e-131.261e-121.359e-121.05311.9890.206350.2180.1951.5138.48371.9680.200 .. 5.00046.156 .. 137.6221.932e-142.777e-143.788e-154.008e-153.575e-15
20.03713.64729.4192.368e-153.829e-147.334e-139.506e-130.7183.6120.31870.3590.2801.5223.73213.9280.200 .. 5.0008.322 .. 49.6741.700e-153.605e-157.532e-168.494e-166.628e-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", " 1.588 1.002 2.518 ... 1.089e-13 1.131e-13 1.050e-13\n", " 3.697 2.518 5.429 ... 2.058e-14 2.145e-14 1.973e-14\n", " 8.607 5.429 13.647 ... 3.788e-15 4.008e-15 3.575e-15\n", " 20.037 13.647 29.419 ... 7.532e-16 8.494e-16 6.628e-16" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e_edges = np.logspace(0, 1.5, 5) * u.TeV\n", "\n", "stacked_dataset.model = model\n", "\n", "fpe = FluxPointsEstimator(datasets=[stacked_dataset], e_edges=e_edges)\n", "flux_points = fpe.run()\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 there is a helper class.\n", "Note that a spectral uncertainty band, a \"butterfly\" is drawn, but it is very thin, i.e. barely visible." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "model.spectral_model.parameters.covariance = result.parameters.covariance\n", "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", "text/plain": [ "
" ] }, "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 }