\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/analysis_3d.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",
"[analysis_3d.ipynb](../_static/notebooks/analysis_3d.ipynb) |\n",
"[analysis_3d.py](../_static/notebooks/analysis_3d.py)\n",
"
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3D analysis\n",
"\n",
"This tutorial shows how to run a stacked 3D map-based analysis using three example observations of the Galactic center region with CTA."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 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 pathlib import Path\n",
"import numpy as np\n",
"import astropy.units as u\n",
"from astropy.coordinates import SkyCoord\n",
"from gammapy.data import DataStore\n",
"from gammapy.irf import EnergyDispersion, make_mean_psf, make_mean_edisp\n",
"from gammapy.maps import WcsGeom, MapAxis, Map, WcsNDMap\n",
"from gammapy.cube import MapMaker, PSFKernel, MapDataset\n",
"from gammapy.cube.models import SkyModel, SkyDiffuseCube, BackgroundModel\n",
"from gammapy.spectrum.models import PowerLaw, ExponentialCutoffPowerLaw\n",
"from gammapy.spectrum import FluxPointsEstimator\n",
"from gammapy.image.models import SkyPointSource\n",
"from gammapy.utils.fitting import Fit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare modeling input data\n",
"\n",
"### Prepare input maps\n",
"\n",
"We first use the `DataStore` object to access the CTA observations and retrieve a list of observations by passing the observations IDs to the `.get_observations()` method:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data store:\n",
"HDU index table:\n",
"BASE_DIR: /Users/adonath/data/gammapy-datasets/cta-1dc/index/gps\n",
"Rows: 24\n",
"OBS_ID: 110380 -- 111630\n",
"HDU_TYPE: ['aeff', 'bkg', 'edisp', 'events', 'gti', 'psf']\n",
"HDU_CLASS: ['aeff_2d', 'bkg_3d', 'edisp_2d', 'events', 'gti', 'psf_3gauss']\n",
"\n",
"Observation table:\n",
"Observatory name: 'N/A'\n",
"Number of observations: 4\n",
"Total observation time (hours): 2.0\n",
"Observation table: ['OBS_ID', 'RA_PNT', 'DEC_PNT', 'GLON_PNT', 'GLAT_PNT', 'ZEN_PNT', 'ALT_PNT', 'AZ_PNT', 'ONTIME', 'LIVETIME', 'DEADC', 'TSTART', 'TSTOP', 'DATE-OBS', 'TIME-OBS', 'DATE-END', 'TIME-END', 'N_TELS', 'OBJECT', 'CALDB', 'IRF', 'EVENTS_FILENAME', 'EVENT_COUNT']\n",
"HDU table: ['OBS_ID', 'HDU_TYPE', 'HDU_CLASS', 'FILE_DIR', 'FILE_NAME', 'HDU_NAME']\n"
]
}
],
"source": [
"# Define which data to use and print some information\n",
"data_store = DataStore.from_dir(\"$GAMMAPY_DATA/cta-1dc/index/gps/\")\n",
"data_store.info()\n",
"print(\n",
" \"Total observation time (hours): \",\n",
" data_store.obs_table[\"ONTIME\"].sum() / 3600,\n",
")\n",
"print(\"Observation table: \", data_store.obs_table.colnames)\n",
"print(\"HDU table: \", data_store.hdu_table.colnames)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Select some observations from these dataset by hand\n",
"obs_ids = [110380, 111140, 111159]\n",
"observations = data_store.get_observations(obs_ids)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we define a reference geometry for our analysis, We choose a WCS based gemoetry with a binsize of 0.02 deg and also define an energy axis: "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"energy_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),\n",
" binsz=0.02,\n",
" width=(10, 8),\n",
" coordsys=\"GAL\",\n",
" proj=\"CAR\",\n",
" axes=[energy_axis],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `MapMaker` object is initialized with this reference geometry and a field of view cut of 4 deg:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: Tried to get polar motions for times after IERS data is valid. Defaulting to polar motion from the 50-yr mean for those. This may affect precision at the 10s of arcsec level [astropy.coordinates.builtin_frames.utils]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 16.8 s, sys: 1.81 s, total: 18.6 s\n",
"Wall time: 9.74 s\n"
]
}
],
"source": [
"%%time\n",
"maker = MapMaker(geom, offset_max=4.0 * u.deg)\n",
"maps = maker.run(observations)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The maps are prepared by calling the `.run()` method and passing the `observations`. The `.run()` method returns a Python `dict` containing a `counts`, `background` and `exposure` map:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'counts': WcsNDMap\n",
"\n",
"\tgeom : WcsGeom \n",
" \taxes : lon, lat, energy\n",
"\tshape : (500, 400, 9)\n",
"\tndim : 3\n",
"\tunit : '' \n",
"\tdtype : float32 \n",
", 'exposure': WcsNDMap\n",
"\n",
"\tgeom : WcsGeom \n",
" \taxes : lon, lat, energy\n",
"\tshape : (500, 400, 9)\n",
"\tndim : 3\n",
"\tunit : 'm2 s' \n",
"\tdtype : float32 \n",
", 'background': WcsNDMap\n",
"\n",
"\tgeom : WcsGeom \n",
" \taxes : lon, lat, energy\n",
"\tshape : (500, 400, 9)\n",
"\tndim : 3\n",
"\tunit : '' \n",
"\tdtype : float32 \n",
"}\n"
]
}
],
"source": [
"print(maps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is what the summed counts image looks like:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"exposure = maps[\"exposure\"].sum_over_axes()\n",
"exposure.smooth(width=0.1 * u.deg).plot(stretch=\"sqrt\", add_cbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also compute an excess image just with a few lines of code:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"excess = counts - background\n",
"excess.smooth(5).plot(stretch=\"sqrt\", add_cbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For a more realistic excess plot we can also take into account the diffuse galactic emission. For this tutorial we will load a Fermi diffuse model map that represents a small cutout for the Galactic center region:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"diffuse_gal = Map.read(\"$GAMMAPY_DATA/fermi-3fhl-gc/gll_iem_v06_gc.fits.gz\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Diffuse image: WcsGeom\n",
"\n",
"\taxes : lon, lat, energy\n",
"\tshape : (120, 64, 30)\n",
"\tndim : 3\n",
"\tcoordsys : GAL\n",
"\tprojection : CAR\n",
"\tcenter : 0.0 deg, -0.1 deg\n",
"\twidth : 15.0 deg x 8.0 deg\n",
"\n",
"counts: WcsGeom\n",
"\n",
"\taxes : lon, lat, energy\n",
"\tshape : (500, 400, 9)\n",
"\tndim : 3\n",
"\tcoordsys : GAL\n",
"\tprojection : CAR\n",
"\tcenter : 0.0 deg, 0.0 deg\n",
"\twidth : 10.0 deg x 8.0 deg\n",
"\n"
]
}
],
"source": [
"print(\"Diffuse image: \", diffuse_gal.geom)\n",
"print(\"counts: \", maps[\"counts\"].geom)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the geometry of the images is completely different, so we need to apply our geometric configuration to the diffuse emission file:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Before: \n",
" WcsGeom\n",
"\n",
"\taxes : lon, lat, energy\n",
"\tshape : (120, 64, 30)\n",
"\tndim : 3\n",
"\tcoordsys : GAL\n",
"\tprojection : CAR\n",
"\tcenter : 0.0 deg, -0.1 deg\n",
"\twidth : 15.0 deg x 8.0 deg\n",
"\n",
"Now (same as maps): \n",
" WcsGeom\n",
"\n",
"\taxes : lon, lat, energy\n",
"\tshape : (500, 400, 9)\n",
"\tndim : 3\n",
"\tcoordsys : GAL\n",
"\tprojection : CAR\n",
"\tcenter : 0.0 deg, 0.0 deg\n",
"\twidth : 10.0 deg x 8.0 deg\n",
"\n"
]
}
],
"source": [
"coord = maps[\"counts\"].geom.get_coord()\n",
"\n",
"data = diffuse_gal.interp_by_coord(\n",
" {\n",
" \"skycoord\": coord.skycoord,\n",
" \"energy\": coord[\"energy\"]\n",
" * maps[\"counts\"].geom.get_axis_by_name(\"energy\").unit,\n",
" },\n",
" interp=3,\n",
")\n",
"diffuse_galactic = WcsNDMap(maps[\"counts\"].geom, data)\n",
"print(\"Before: \\n\", diffuse_gal.geom)\n",
"print(\"Now (same as maps): \\n\", diffuse_galactic.geom)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WcsNDMap\n",
"\n",
"\tgeom : WcsGeom \n",
" \taxes : lon, lat\n",
"\tshape : (500, 400)\n",
"\tndim : 2\n",
"\tunit : '' \n",
"\tdtype : float32 \n",
"\n"
]
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# diffuse_galactic.slice_by_idx({\"energy\": 0}).plot(add_cbar=True); # this can be used to check image at different energy bins\n",
"diffuse = diffuse_galactic.sum_over_axes()\n",
"diffuse.smooth(5).plot(stretch=\"sqrt\", add_cbar=True)\n",
"print(diffuse)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now multiply the exposure for this diffuse emission to subtract the result from the counts along with the background."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"combination = diffuse * exposure\n",
"combination.unit = \"\"\n",
"combination.smooth(5).plot(stretch=\"sqrt\", add_cbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot then the excess image subtracting now the effect of the diffuse galactic emission."
]
},
{
"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": [
"excess2 = counts - background - combination\n",
"\n",
"fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n",
"\n",
"axs[0].set_title(\"With diffuse emission subtraction\")\n",
"axs[1].set_title(\"Without diffuse emission subtraction\")\n",
"excess2.smooth(5).plot(\n",
" cmap=\"coolwarm\", vmin=-1, vmax=1, add_cbar=True, ax=axs[0]\n",
")\n",
"excess.smooth(5).plot(\n",
" cmap=\"coolwarm\", vmin=-1, vmax=1, add_cbar=True, ax=axs[1]\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prepare IRFs\n",
"\n",
"To estimate the mean PSF across all observations at a given source position `src_pos`, we use `make_mean_psf()`:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# mean PSF\n",
"src_pos = SkyCoord(0, 0, unit=\"deg\", frame=\"galactic\")\n",
"table_psf = make_mean_psf(observations, src_pos)\n",
"\n",
"# PSF kernel used for the model convolution\n",
"psf_kernel = PSFKernel.from_table_psf(table_psf, geom, max_radius=\"0.3 deg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To estimate the mean energy dispersion across all observations at a given source position `src_pos`, we use `make_mean_edisp()`:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# define energy grid\n",
"energy = energy_axis.edges\n",
"\n",
"# mean edisp\n",
"edisp = make_mean_edisp(\n",
" observations, position=src_pos, e_true=energy, e_reco=energy\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save maps and IRFs to disk\n",
"\n",
"It is common to run the preparation step independent of the likelihood fit, because often the preparation of maps, PSF and energy dispersion is slow if you have a lot of data. We first create a folder:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"path = Path(\"analysis_3d\")\n",
"path.mkdir(exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And then write the maps and IRFs to disk by calling the dedicated `.write()` methods:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# write maps\n",
"maps[\"counts\"].write(str(path / \"counts.fits\"), overwrite=True)\n",
"maps[\"background\"].write(str(path / \"background.fits\"), overwrite=True)\n",
"maps[\"exposure\"].write(str(path / \"exposure.fits\"), overwrite=True)\n",
"\n",
"# write IRFs\n",
"psf_kernel.write(str(path / \"psf.fits\"), overwrite=True)\n",
"edisp.write(str(path / \"edisp.fits\"), overwrite=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Likelihood fit\n",
"\n",
"### Reading maps and IRFs\n",
"As first step we read in the maps and IRFs that we have saved to disk again:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# read maps\n",
"maps = {\n",
" \"counts\": Map.read(str(path / \"counts.fits\")),\n",
" \"background\": Map.read(str(path / \"background.fits\")),\n",
" \"exposure\": Map.read(str(path / \"exposure.fits\")),\n",
"}\n",
"\n",
"# read IRFs\n",
"psf_kernel = PSFKernel.read(str(path / \"psf.fits\"))\n",
"edisp = EnergyDispersion.read(str(path / \"edisp.fits\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fit mask\n",
"\n",
"To select a certain energy range for the fit we can create a fit mask:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"coords = maps[\"counts\"].geom.get_coord()\n",
"mask = coords[\"energy\"] > 0.3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Model fit\n",
"\n",
"No we are ready for the actual likelihood fit. We first define the model as a combination of a point source with a powerlaw:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"spatial_model = SkyPointSource(lon_0=\"0.01 deg\", lat_0=\"0.01 deg\")\n",
"spectral_model = PowerLaw(\n",
" index=2.2, amplitude=\"3e-12 cm-2 s-1 TeV-1\", reference=\"1 TeV\"\n",
")\n",
"model = SkyModel(spatial_model=spatial_model, spectral_model=spectral_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Often, it is useful to fit the normalisation (and also the tilt) of the background. To do so, we have to define the background as a model. In this example, we will keep the tilt fixed and the norm free."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"background_model = BackgroundModel(maps[\"background\"], norm=1.1, tilt=0.0)\n",
"background_model.parameters[\"norm\"].frozen = False\n",
"background_model.parameters[\"tilt\"].frozen = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we set up the `MapDataset` object by passing the prepared maps, IRFs as well as the model:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"dataset = MapDataset(\n",
" model=model,\n",
" counts=maps[\"counts\"],\n",
" exposure=maps[\"exposure\"],\n",
" background_model=background_model,\n",
" mask_fit=mask,\n",
" psf=psf_kernel,\n",
" edisp=edisp,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No we run the model fit:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"