{ "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/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": [ { 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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", "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": { "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", 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" ] }, "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": [ "
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FCN = 318166.4928740709TOTAL NCALL = 155NCALLS = 155
EDM = 2.628077723199338e-05GOAL EDM = 1e-05\n", " UP = 1.0
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ValidValid ParamAccurate CovarPosDefMade PosDef
TrueTrueTrueTrueFalse
Hesse FailHasCovAbove EDMReach calllim
FalseTrueFalseFalse
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+NameValueHesse ErrorMinos Error-Minos Error+Limit-Limit+Fixed?
0par_000_lon_0-48.19772.19244-180000180000No
1par_001_lat_0-4.87950.216644-90009000No
2par_002_index2.384860.0600285No
3par_003_amplitude2.734770.150084No
4par_004_norm1.235510.005992160No
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 7.2 s, sys: 563 ms, total: 7.77 s\n", "Wall time: 3.97 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+005.992e-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 5.992e-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 14.6 s, sys: 811 ms, total: 15.4 s\n", "Wall time: 8.29 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_ 4.409e-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": [ 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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 6.19 s, sys: 449 ms, total: 6.64 s\n", "Wall time: 3.5 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", 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" ] }, "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 }