{ "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-webpage/v0.13?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-data/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 10.3 s, sys: 1.89 s, total: 12.2 s\n", "Wall time: 12.2 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": [ { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "counts = maps[\"counts\"].sum_over_axes()\n", "counts.smooth(width=0.1 * u.deg).plot(stretch=\"sqrt\", add_cbar=True, vmax=6);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the background image:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "background = maps[\"background\"].sum_over_axes()\n", "background.smooth(width=0.1 * u.deg).plot(\n", " stretch=\"sqrt\", add_cbar=True, vmax=6\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this one the exposure image:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": { "image/png": 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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": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------\n", "| FCN = 3.182E+05 | Ncalls=153 (153 total) |\n", "| EDM = 2.47E-05 (Goal: 1E-05) | up = 1.0 |\n", "------------------------------------------------------------------\n", "| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n", "------------------------------------------------------------------\n", "| True | True | False | False |\n", "------------------------------------------------------------------\n", "| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n", "------------------------------------------------------------------\n", "| False | True | True | True | False |\n", "------------------------------------------------------------------\n", "CPU times: user 3.7 s, sys: 494 ms, total: 4.19 s\n", "Wall time: 4.19 s\n" ] } ], "source": [ "%%time\n", "fit = Fit(dataset)\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=8\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueerrorunitminmaxfrozen
str9float64float64str14float64float64bool
lon_0-4.820e-022.192e-03deg-1.800e+021.800e+02False
lat_0-4.879e-022.166e-03deg-9.000e+019.000e+01False
index2.385e+006.003e-02nannanFalse
amplitude2.735e-121.501e-13cm-2 s-1 TeV-1nannanFalse
reference1.000e+000.000e+00TeVnannanTrue
norm1.236e+005.991e-030.000e+00nanFalse
tilt0.000e+000.000e+00nannanTrue
reference1.000e+000.000e+00TeVnannanTrue
" ], "text/plain": [ "\n", " name value error unit min max frozen\n", " str9 float64 float64 str14 float64 float64 bool \n", "--------- ---------- --------- -------------- ---------- --------- ------\n", " lon_0 -4.820e-02 2.192e-03 deg -1.800e+02 1.800e+02 False\n", " lat_0 -4.879e-02 2.166e-03 deg -9.000e+01 9.000e+01 False\n", " index 2.385e+00 6.003e-02 nan nan False\n", "amplitude 2.735e-12 1.501e-13 cm-2 s-1 TeV-1 nan nan False\n", "reference 1.000e+00 0.000e+00 TeV nan nan True\n", " norm 1.236e+00 5.991e-03 0.000e+00 nan False\n", " tilt 0.000e+00 0.000e+00 nan nan True\n", "reference 1.000e+00 0.000e+00 TeV nan nan True" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check model fit\n", "\n", "We check the model fit by computing a residual image. For this we first get the number of predicted counts:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "npred = dataset.npred()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And compute a residual image:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "residual = maps[\"counts\"] - npred" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "residual.sum_over_axes().smooth(width=0.05 * u.deg).plot(\n", " cmap=\"coolwarm\", vmin=-1, vmax=1, add_cbar=True\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the best fit spectrum. For that need to extract the covariance of the spectral parameters." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spec = model.spectral_model\n", "\n", "# set covariance on the spectral model\n", "covariance = result.parameters.covariance\n", "spec.parameters.covariance = covariance[2:5, 2:5]\n", "\n", "energy_range = [0.3, 10] * u.TeV\n", "spec.plot(energy_range=energy_range, energy_power=2)\n", "spec.plot_error(energy_range=energy_range, energy_power=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apparently our model should be improved by adding a component for diffuse Galactic emission and at least one second point source." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add Galactic diffuse emission to model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use both models at the same time, our diffuse model (the same from the Fermi file used before) and our model for the central source. This time, in order to make it more realistic, we will consider an exponential cut off power law spectral model for the source. We will fit again the normalisation and tilt of the background." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "diffuse_model = SkyDiffuseCube.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/gll_iem_v06_gc.fits.gz\"\n", ")\n", "\n", "background_diffuse = BackgroundModel.from_skymodel(\n", " diffuse_model, exposure=maps[\"exposure\"], psf=psf_kernel\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "background_irf = BackgroundModel(maps[\"background\"], norm=1.0, tilt=0.0)\n", "background_total = background_irf + background_diffuse" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "spatial_model = SkyPointSource(lon_0=\"-0.05 deg\", lat_0=\"-0.05 deg\")\n", "spectral_model = ExponentialCutoffPowerLaw(\n", " index=2 * u.Unit(\"\"),\n", " amplitude=3e-12 * u.Unit(\"cm-2 s-1 TeV-1\"),\n", " reference=1.0 * u.TeV,\n", " lambda_=0.1 / u.TeV,\n", ")\n", "\n", "model_ecpl = SkyModel(\n", " spatial_model=spatial_model,\n", " spectral_model=spectral_model,\n", " name=\"gc-source\",\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "dataset_combined = MapDataset(\n", " model=model_ecpl,\n", " counts=maps[\"counts\"],\n", " exposure=maps[\"exposure\"],\n", " background_model=background_total,\n", " psf=psf_kernel,\n", " edisp=edisp,\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.9 s, sys: 1 s, total: 7.9 s\n", "Wall time: 7.9 s\n" ] } ], "source": [ "%%time\n", "fit_combined = Fit(dataset_combined)\n", "result_combined = fit_combined.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see we have now two components in our model, and we can access them separately." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SkyModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- ---------- ----- -------------- ---------- --------- ------\n", "\t lon_0 -4.810e-02 nan deg -1.800e+02 1.800e+02 False\n", "\t lat_0 -5.245e-02 nan deg -9.000e+01 9.000e+01 False\n", "\t index 2.214e+00 nan nan nan False\n", "\tamplitude 2.788e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "\treference 1.000e+00 nan TeV nan nan True\n", "\t lambda_ 4.410e-02 nan TeV-1 nan nan False \n", "\n", "BackgroundModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- ---- --------- --- ------\n", "\t norm 1.053e+00 nan 0.000e+00 nan False\n", "\t tilt 0.000e+00 nan nan nan True\n", "\treference 1.000e+00 nan TeV nan nan True \n", "\n", "BackgroundModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- ---- --------- --- ------\n", "\t norm 8.763e-01 nan 0.000e+00 nan False\n", "\t tilt 0.000e+00 nan nan nan True\n", "\treference 1.000e+00 nan TeV nan nan True \n", "\n" ] } ], "source": [ "# Checking normalization value (the closer to 1 the better)\n", "print(model_ecpl, \"\\n\")\n", "print(background_irf, \"\\n\")\n", "print(background_diffuse, \"\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the normalisation of the background has vastly improved" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the residual image considering this improved model." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "residual2 = maps[\"counts\"] - dataset_combined.npred()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just as a comparison, we can plot our previous residual map (left) and the new one (right) with the same scale:" ] }, { "cell_type": "code", "execution_count": 40, "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", "ax_1 = plt.subplot(121, projection=residual.geom.wcs)\n", "ax_2 = plt.subplot(122, projection=residual.geom.wcs)\n", "\n", "ax_1.set_title(\"Without diffuse emission subtraction\")\n", "ax_2.set_title(\"With diffuse emission subtraction\")\n", "\n", "residual.sum_over_axes().smooth(width=0.05 * u.deg).plot(\n", " cmap=\"coolwarm\", vmin=-1, vmax=1, add_cbar=True, ax=ax_1\n", ")\n", "residual2.sum_over_axes().smooth(width=0.05 * u.deg).plot(\n", " cmap=\"coolwarm\", vmin=-1, vmax=1, add_cbar=True, ax=ax_2\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing Flux Points\n", "\n", "Finally we compute flux points for the galactic center source. For this we first define an energy binning:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "e_edges = [0.3, 1, 3, 10] * u.TeV\n", "fpe = FluxPointsEstimator(\n", " datasets=[dataset_combined], e_edges=e_edges, source=\"gc-source\"\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.53 s, sys: 1.19 s, total: 4.72 s\n", "Wall time: 4.72 s\n" ] } ], "source": [ "%%time\n", "flux_points = fpe.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the best fit model and flux points:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flux_points.table[\"is_ul\"] = flux_points.table[\"ts\"] < 4\n", "ax = flux_points.plot(energy_power=2)\n", "model_ecpl.spectral_model.plot(\n", " ax=ax, energy_range=energy_range, energy_power=2\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "Note that this notebook aims to show you the procedure of a 3D analysis using just a few observations and a cutted Fermi model. Results get much better for a more complete analysis considering the GPS dataset from the CTA First Data Challenge (DC-1) and also the CTA model for the Galactic diffuse emission, as shown in the next image:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/DC1_3d.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The complete tutorial notebook of this analysis is available to be downloaded in [GAMMAPY-EXTRA](https://github.com/gammapy/gammapy-extra) repository at https://github.com/gammapy/gammapy-extra/blob/master/analyses/cta_1dc_gc_3d.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Analyse the second source in the field of view: G0.9+0.1 and add it to the combined model." ] } ], "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": 2 }