{ "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/v0.11?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": [ "import os\n", "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, MapEvaluator, PSFKernel, MapDataset\n", "from gammapy.cube.models import (\n", " SkyModel,\n", " SkyDiffuseCube,\n", " BackgroundModel,\n", " BackgroundModels,\n", ")\n", "from gammapy.spectrum.models import PowerLaw, ExponentialCutoffPowerLaw\n", "from gammapy.image.models import SkyGaussian, SkyPointSource\n", "from gammapy.utils.fitting import Fit\n", "from regions import CircleSkyRegion" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "Gammapy package:\r\n", "\r\n", "\tpath : /Users/adonath/github/adonath/gammapy/gammapy \r\n", "\tversion : 0.11 \r\n", "\r\n", "\r\n", "Other packages:\r\n", "\r\n", "\tnumpy : 1.16.2 \r\n", "\tscipy : 1.2.1 \r\n", "\tmatplotlib : 3.0.2 \r\n", "\tcython : 0.29.4 \r\n", "\tastropy : 3.1.1 \r\n", "\tastropy_healpix : 0.4 \r\n", "\treproject : 0.4 \r\n", "\tsherpa : 4.10.2 \r\n", "\tpytest : 4.2.0 \r\n", "\tsphinx : 1.8.4 \r\n", "\thealpy : 1.12.8 \r\n", "\tregions : 0.3 \r\n", "\timinuit : 1.3.3 \r\n", "\tnaima : 0.8.3 \r\n", "\tuncertainties : 3.0.3 \r\n", "\r\n", "\r\n", "Gammapy environment variables:\r\n", "\r\n", "\tGAMMA_CAT : not set \r\n", "\tGAMMAPY_DATA : /Users/adonath/data/gammapy-datasets \r\n", "\tGAMMAPY_EXTRA : not set \r\n", "\tGAMMAPY_FERMI_LAT_DATA : not set \r\n", "\r\n" ] } ], "source": [ "!gammapy info --no-system" ] }, { "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": 4, "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": 5, "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": 6, "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": 7, "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 16.6 s, sys: 1.62 s, total: 18.3 s\n", "Wall time: 9.54 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": 8, "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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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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": 10, "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": 11, "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": 12, "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": 13, "metadata": {}, "outputs": [], "source": [ "diffuse_gal = Map.read(\"$GAMMAPY_DATA/fermi-3fhl-gc/gll_iem_v06_gc.fits.gz\")" ] }, { "cell_type": "code", "execution_count": 14, "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 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 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": 15, "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 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 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": 16, "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": 17, "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": 18, "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": 19, "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": 20, "metadata": {}, "outputs": [], "source": [ "# define energy grid\n", "energy = energy_axis.edges * energy_axis.unit\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": 21, "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": 22, "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": 23, "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": 24, "metadata": {}, "outputs": [], "source": [ "mask = Map.from_geom(maps[\"counts\"].geom)\n", "\n", "coords = mask.geom.get_coord()\n", "mask.data = 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": 25, "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": 26, "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": 27, "metadata": {}, "outputs": [], "source": [ "dataset = MapDataset(\n", " model=model,\n", " counts=maps[\"counts\"],\n", " exposure=maps[\"exposure\"],\n", " background_model=background_model,\n", " mask=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": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FCN = 318166.49275588815TOTAL NCALL = 155NCALLS = 155
EDM = 3.158237836385501e-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_0-48.19752.19245-180000180000No
1par_001_lat_0-4.879440.216647-90009000No
2par_002_index2.384840.0600291No
3par_003_amplitude2.734680.150077No
4par_004_norm1.235510.005990840No
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 12.9 s, sys: 587 ms, total: 13.5 s\n", "Wall time: 6.82 s\n" ] } ], "source": [ "%%time\n", "fit = Fit(dataset)\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "code", "execution_count": 29, "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": 29, "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": 30, "metadata": {}, "outputs": [], "source": [ "npred = dataset.npred()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And compute a residual image:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "residual = maps[\"counts\"] - npred" ] }, { "cell_type": "code", "execution_count": 32, "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": 33, "metadata": {}, "outputs": [ { "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", "ax = 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": 34, "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": 35, "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": 36, "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, spectral_model=spectral_model\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "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": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 21.6 s, sys: 1.23 s, total: 22.8 s\n", "Wall time: 11.5 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": 39, "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": 40, "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": 41, "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": [ "Finally we can check again our model (including now the diffuse emission):" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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qMHoCGAik8+/LdO7uXYtUZRRRGEm4bNpzmL9+tpL3F24kqWws93RP4/bOKXpGSUqEUIfRCqBF7ueNShuFkYTb8i37eGrCCiYv30btSgk8eEljrm2dTEwZ9byT6BXqaccXA7rLKhJG55xVkZG3tWXcnR2oWTGBR95bzBXPzWDK8m3oEQwp6QraMpoMtADm8J/3jNS1WyQM3J1Pvt3CUxOXs27nITo1rMavLz+X5smVgi5N5IyE+jLdRSf7XF27RcLrWEYWb89Zx3NffM/uQ8f5Sas6/OKyJup5J1EjHA+9bnP3IznL5YDq7r6hyJVGCYWRBGnfkeO8PHU1I2auAWDAhanc3b0hFRPiAq5M5PRCfc/oA3I97JrzXvMZiRSTiglx/LLXOUz5RXd6N6/Ny1NX0+MvU3lz9joyMrPyP4BIhCtoGMW6+7ETCzm96sqGpyQROZU6lcsxpF9L/nHfhaTVTOKxD5fQS50cpAQoaBjtNLMrTiyYWW9gV3hKEpH8NE+uxNg7OzDs5gvIzHJuHzWPW0bOZfmWfUGXJlIoBb1n1AgYA1QDHNgB3OTu34e3vMihe0YSqY5lZDF6dnYnh/1HjtOvbT0eurQx1ZN08UKCF9IODLkOWhnA3fcUobaopDCSSLfn0DGe/fx7Rs9eR0JcDPf1zB7JoWysRnKQ4ISkA4OZXW+5Jl5x9z25g8jMUsysU9FKFZFQqJwYz+NXnseEn3WlXWpV/vzpci7963QmLt2i+0kS8WLzWV8H+NrM5gILgO1AApAGdAf2Ab8MZ4EicmbSaiYx8ra2TF+5nSfGL2PwmwvonFaNx3o35ZyzKgZdnshJ5XuZzsxigUuAzkBt4DDwHfCJu68Je4URQpfpJBplZGbx1pz1DPlsJfuPHKd/h/r8/JLGGhlcik1Y7hmVZgojiWa7Dx7jr5+vZPTsdVQsF8dDlzTmxvb1NQirhF2oH3oVkShWpXw8v7+qGZ880IVzz6rIYx8tpfffZjInfWfQpYkACiORUuWcsyry9qD2vHRTa/YdPk6/YbO5f8zXbN57OOjSpJTLrzdd2+IqRESKh5lxRfPafP7zbvz0okZMXLqFi56ZxktTV3E0IzPo8qSUyq9lNNjMvjaz0WbW38xqFEtVIhJ25eJj+Pkljfn8wW50TqvOUxNWcPmzM5i+cnvQpUkpVNARGJoBlwOXkd21ezIwAZjt7qVilEZ1YJCSbuqKbTz+8VLW7jzE5c3O4tHeTTVVhRRZ2HrTmVl54CKyw6m9u7cuXInRRWEkpcHRjEyGT0/nhSmrMIz7L0pj4IUNiI/V7WUpHHXtDjGFkZQmG3cf4vf/WMakZVtpWKM8T1zdjE4NqwddlkQhde0WkUJLrpLIsFvaMPK2NhzPdG4cPoefjf2a7fuPBl2alFAKIxE5pZ7n1GLSg125v2ca//x2Mz2fmcqbs9aSmaUrKhJa+XXtftbM2hVXMSISeRLiYnjo0iZM+FlXmtepxGMfLeWal79iyaa9QZcmJUh+LaMNwItmttrM/pjTq05ESqGGNZJ4a2B7nu3Xkk27D3HlCzN5YvwyDh7NCLo0KQFOG0bu/oy7twUuBQ4BY8xsiZn9j5k1KJYKRSRimBlXt6rDFz/vTr+29Rgxcw2XDJnG58u2Bl2aRLkC3TNy99Xu/kd3bw7cClwHRN0sr2bWwMxGmNl7OctXm9lwM/vIzC4Nuj6RaFEpMY4/XdOc9+7qSFJCLAPfmM/doxewdd+RoEuTKFWgMDKzGDO73MxeB/4JpAP98tmnrplNMbPvzGypmT1Q2CLNbKSZbTOzJSdZ18vMVpjZKjP71emO4+7p7j4g1/KH7j4IuI18fh4R+W9tUqoy/v4uPHxZE75Yvo2Lh0zjrTnryFIHBzlD+XVg6GFmw4BNwE/JHnmhkbtf6+7v5XPsDOAhdz8X6ADca2ZN8xy/pplVyPNZ2kmONQrodZL6YoAXyX4Atylwg5k1NbPmZjY+z6vmaWp9NOc4InKG4mPLcG+PNCb+rCvNzq7Eb/6+hH7DZrFq24GgS5Mokl/L6PfA10Bzd7/c3V939/0FObC7b3b3hTnv95M9IV+dPJt1Az4yswQAMxsEPH+SY00Hdp3kNO2AVTktnmPAWOAqd//W3XvneW3Lu7NlexL49EStIlI4qdXL8/ag9jzVpwUrtx7giudm8MLk7zmeWSpGDJMiOu204+7e5cR7M+sANHb3N8ysGlDe3dcX5CRmlgK0AubkOf67ZpYKjDWzd4E7yJ5VtqDqkN3j74SNQPvT1FEN+CPQysx+DRwELgYqmVmauw89yT4/Bn6clnayBpuI5GZm9G1Tl+5NavC7j5fx9KSVjF+8maf6tKBFcuWgy5MIVtCBUh8le9rxhu7e2MzqAOPc/cIC7JsETAP+6O4fnGKbscAVOcc/6ZDBOYE23t2b5frsOuAydx+Ys3wz0M7d78/3hzpDGg5I5MxNWrqFRz9cwo4DRxnUtQEPXtyYhLiYoMuSYhTq4YD6kB0WBwHcfRNQsQBFxAHvA2+dJoi6AM2AvwO/LWA9J2wE6uZaTgZ+OMNjiEiYXHreWXz28270bVOXV6alc/lzM5i39mRX3KW0K2gYHfXsJpQDmFlifjuYmQEjgO/cfcgptmkFDAeuAm4HqprZHwpYE8A8oJGZpZpZPHA98PEZ7C8iYVapXBx/vrYFbw1sz/HMLPq+MovHP17KoWN6WFb+raBh9IGZvUj2vZXbgUnAyHz26QzcDPQ0s0U5ryvybJMIXJfzHFMW2c8wrct7IDMbA8wCmpjZRjMbAODuGcB9wESyO0i84+5LC/gziUgx6pxWnYk/68qtHVMY9dVaLnt2OrPTdwZdlkSIAk8hYWaXkz0SgwET3f3TcBYWaXTPSCR05q7ZxcPvfcO6nYe4rVMKj/RqQmL8aftTSZQKyXxGZjbJ3TUyAQojkVA7dCyDpyasYNRXa6lfLZGnrzuftilVgy5LQixUHRhqhKgeEZH/kBgfy+NXnse4OzvgDn1fmcUf/7mMI8czgy5NApBfu7iSmV1zqpWn6iEnIlJQ7RtU49MHuvCnT79j+Iw1TF6+jSF9W3J+XT2XVJrkd5luJ/AR2feJ8nJ3vyNchUUaXaYTCb8Z32/nkfcWs23/Ue7tkcb9PdOIi9EcoNEsVPeMFrp765BWFqUURiLFY+/h4/zu46V88PUmmtWpyLP9WpJWs0L+O0pECtU9o5O1iEREwqZSuTiG9GvJ0P6t2bT7MD96fiajvlyjkcBLuPzC6OZiqUJEJI9ezWoz8cGudGxYjcf/sYxbX5ur+ZJKsPzC6M/5HcDMxoeoFhGR/1CzQgKv3daWP1zdjHlrd3HZs9OZsGRz0GVJGOTXm+5CMzvd8DpG9jxCIiJhYWb071Cfjg2r8bOxi7hr9EL6tknmtz8+j/Jl9aBsSZHff8mrCnCMY6EoRETkdBrWSOL9uzvx3BcreWnqauat3c1z17fU1BQlRIGHAyrt1JtOJHLMTt/Jg+MWsX3/UR66tAmDuzagTBn1t4pEoZ5CQkQkYnRoUI0JD3Tl0vNq8eSE5dwyci7b1LkhqimMRCQqVUqM48UbW/Pktc2Zv24XvZ6bweTlW4MuSwqpQGFkZjVP8lmT0JcjIlJwZka/tvUYf/+F1KxQljtGzeeJ8cs4lpEVdGlyhgraMpphZn1PLJjZQ2TPzCoiEri0mhX48N7O3NqxPiNmrqHP0K9Yt/Ng0GXJGShoGHUHbjazd81sOtAYaBe2qkREzlBCXAy/u6oZQ/u3Zu2Og/R+fib/XKxnkqJFgcLI3TcDE4COQArwhrsfCGNdIiKF0qtZbf750y40rJnEvW8v5H8/WqJpKaJAQe8ZfQa0B5oBVwB/NbOnw1mYiEhh1a2ayDuDOzKoSypvzFqny3ZRoKCX6V5091vcfY+7LwE6AXvDWJeISJHEx5bhNz9qyqu3tGHDrsP0/ttMJi7dEnRZcgoFvUz3YZ7lDHd/IjwliYiEzsVNazH+/gtpUL08g99cwB/GL+N4pnrbRZqCXqbbb2b7cl5HzCzTzNQyEpGoULdqIu/c1ZFbO9bn1ZlruGHYbI0AHmEK2jKq4O4Vc14JwLXAi+EtTUQkdMrGZve2e/6GVizbvI8fPT+T2ek7gy5LchRqBIacy3Y9Q1yLiEjYXXn+2Xx4b2cqlovlplfnMGz6ajRGZ/AKNP66mV2Ta7EM0AbQfz0RiUqNa1Xg4/su5OF3v+H/PlnONxv38tS1LTQlRYAK+pv/ca73GcBaCja9hIhIREoqG8tLN7XmlenpPDVhOd9v3c8rN7chtXr5oEsrlTSFRAFpCgmRkmvm9zu4f8xCMrKc569vRY9z/ms4Timkgk4hcdowMrO/cZrLce7+08KVF30URiIl24Zdhxj85gK+27KPhy5pzL090jDTHElFVdAwyu8ynf71FZFSoW7VRN6/uxO/+mAxT09aydIf9vH0defrPlIxye+3/Ja7ZxRLJSIiASsXH8Oz/VrS7OxK/OnT71iz4yDDb2lD3aqJQZdW4uXXtXvuiTc5l+xEREo0M2NQ1wa8dns7Nu05zJUv6Hmk4pBfGOW+YNo5nIWIiESSbo1r8NG9nalaPp7+r87h7Tnrgy6pRMsvjNTVTkRKrQY1kvjgns50SqvO//z9Wx7/eCkZGtcuLPK7Z3SOmS0mu4XUMOc9Ocvu7i3CWp2ISMAqlYtj5K1t+NOnyxkxcw2rtx/gxZtaUzEhLujSSpT8wujcYqlCRCSCxcaU4bHeTWlUM4lHP1zCtS99xYhb21Kvmjo2hMppL9O5+7rTvYqrSBGRSHB9u3q8MaAd2/Yf5eqXvmT+2l1Bl1RiFGqgVBGR0qpTw+r8/Z5OVCoXx43D5/DRok1Bl1QiKIxERM5QgxpJfHB3J1rWq8wDYxfxty++18jfRZRvGJlZi5w/m4e/HBGR6FClfDxvDmjHT1rV4ZnPVvLwe4s1g2wRFKRldIeZNQIGhLsYEZFoUjY2hiF9z+eBixrx3oKN3DFqHvuPHA+6rKh02jAys9/mbDMbKGNm/1ssVYmIRAkz48FLGvOXPi2YtXon1w2dxea9h4MuK+rk15vud8DnwDjgc3f/fbFUJSISZa5rU5fXbm/Lxt2Huealr1ixZX/QJUWVglyma+/u9wBtw12MiEg069KoBu8M7khmlnPd0K+YozHtCizfMHL33+T8+Vj4yxERiW5Nz67IB/d0okaFstw8Yi6ffLs56JKigrp2i4iEWHKV7LmRmidX4t63F/LmrLVBlxTxFEYiImFQOTGe0QPa07NJTR77aClDPlupZ5FOQ2EkIhIm5eJjeOXmC7jugmSe/+J7Hv1wCZlZCqSTOe1AqWYWAwwEkoEJ7v5lrnWPuvsfwlyfiEhUi40pw1N9WlAtqSxDp61m7+HjDOnbkvhYtQVyy++38QrQDdgJPG9mQ3KtuyZsVYmIlCBmxq8uP4dfX34O4xdvZuAb8zl0LCPosiJKfmHUzt1vdPdngfZAkpl9YGZl+c9ZYEVEJB+DuzXkyWubM/P77fR/dQ57D2u0hhPyC6P4E2/cPcPd7wQWAZOBpHAWJiJSEvVrW48Xb2zNt5v2csOw2ew4cDTokiJCfmE038x65f4gZxSG14CUcBUlIlKSXd68NsNvaUP6jgP0fUXDB0H+wwH1d/cJJ/n8VXfXnLsiIoXUvUlN3rijPdv2HeW6obPYsOtQ0CUFKr+BUh/J9f66POv+L1xFiYiUBu1Sq/L2oPbsP5LBdUNnkb79QNAlBSa/y3TX53r/6zzreiEiIkXSIrkyY+/swPHMLPq+MrvUDrCaXxjZKd6fbFlERArh3NoVGTe4IzFl4Pphs1j6w96gSyp2+YWRn+L9yZZFRKSQ0mom8c7gjpSLi+HG4XNYsql0BVJ+YXS+me0zs/1Ai5z3J5Y1DbmISAjVr1aecYM7klQ2lhuHz+abDXuCLqnY5NebLsbdK7p7BXePzXl/Ylm96UREQqxu1UTGDe5ApcQ4+r86h0WlJJA0OJKISIRJrpLIuDs7UqV8PDePmFMqWkgKIxGRCHR25XKMubMDlRPj6F8KAklhJCISoepULsfYOztSOTGOm0eU7E4NCiMRkQhWp3I5xgzqQIXe0FyGAAAI2UlEQVSE7BbSd5v3BV1SWCiMREQiXHKVRMYM6kBCbAz9X53D91tL3oOxCiMRkShQr1oiY+7sQEwZ48ZX57Bmx8GgSwophZGISJRIrV6etwe1JyvLuWn4bDbuLjmDqyqMRESiSFrNCrw5oD0HjmZw4/A5bN13JOiSQkJhJCISZZqeXZHX72jHzgNHuenVOewsARP0KYxERKJQq3pVGHlbWzbsOsStr81l35HonsJcYSQiEqXaN6jG0P4XsHzzfga+Pp8jxzODLqnQFEYiIlGsxzk1GdKvJfPW7uLu0Qs4npkVdEmFojASEYlyV55/Nn+4uhlTVmznkfcWk5UVfTP8xAZdgIiIFN1N7euz++Axnp60kiqJ8TzW+1zMomcOVIWRiEgJcW+PNHYePMbIL9dQLSmee3ukBV1SgSmMRERKCDPjsR81ZdfBY/xl4gpqJJWlb9u6QZdVIAojEZESpEwZ4y99zmfXwWP8+u/fUr1CPD3PqRV0WflSBwYRkRImPrYML/e/gHNrV+Cetxby9frdQZeUL4WRiEgJlFQ2ltdua0fNCgncMWpexA+sqjASESmhalQoy+t3tMPMuO21uRE9bJDCSESkBEutXp7ht7Rhy94jDHh9PoePReYoDQojEZES7oL6VXju+lZ8s3EPD4z9mswIfChWYSQiUgr0anYW/9u7KZOWbeX/Pvku6HL+i7p2i4iUErd3TmXdzkOMmLmGlGqJ3NwxJeiS/kVhJCJSijzWuykbdh3itx8vJblqIj2a1Ay6JECX6URESpWYMsbzN7Ti3NoVue+thSzfsi/okgCFkYhIqVO+bCwjbm1LUkIsA0bNZ0cEdPlWGImIlEJnVUpg+C1t2HnwKIPfXBD4xHwKIxGRUqpFcmWG9G3JgnW7+Z8PvsU9uC7fCiMRkVLsiua1eeiSxnzw9SaGTksPrA71phMRKeXu65nGym0HeGricpqclRTIKN9qGYmIlHJmxlPXtuC8syvy0zGLWLVtf7HXoDASERHKxccw7OY2JMSVYeDr89l76Hixnl9hJCIiAJxduRxD+1/Apj2Hub+Yx7BTGImIyL+0SanK41eex/SV23lm0opiO6/CSERE/sNN7etzQ7u6vDR1NZ98u7lYzqkwEhGR//L4lefRul5lfvHuN6zYEv4ODQojERH5L2VjY3i5/wVUSYwvlvHr9JyRiIicVK2KCXzxUDcS4mLCfi61jERE5JSKI4hAYSQiIhFAYSQiIoFTGImISOAURiIiEjiFkYiIBE5hJCIigVMYiYhI4CzIaWajiZltB9YVcvdKwN4QllMc5yjK8Qq775nsF+ptqwM7Cni8kqA4/k4WVLR9P4p6rNL2/ajv7jXy3crd9QrzCxgWbecoyvEKu++Z7BfqbYH5Qf39COJVHH8nI6mWUJ6jqMfS9+PkL12mKx7/iMJzFOV4hd33TPYL17alRST9TqLt+1HUY+n7cRK6TCcCmNl8d28TdB0ikag4vh9qGYlkGxZ0ASIRLOzfD7WMREQkcGoZiYhI4BRGIiISOIWRiIgETmEkkoeZlTez181suJndFHQ9IpHEzBqY2Qgzey+Ux1UYSalgZiPNbJuZLcnzeS8zW2Fmq8zsVzkfXwO85+6DgCuLvViRYnYm3w93T3f3AaGuQWEkpcUooFfuD8wsBngRuBxoCtxgZk2BZGBDzmaZxVijSFBGUfDvR1gojKRUcPfpwK48H7cDVuX8n94xYCxwFbCR7EACfUekFDjD70dY6IsmpVkd/t0CguwQqgN8AFxrZi8TIUOliATgpN8PM6tmZkOBVmb261CdLDZUBxKJQnaSz9zdDwK3F3cxIhHmVN+PncBdoT6ZWkZSmm0E6uZaTgZ+CKgWkUhTrN8PhZGUZvOARmaWambxwPXAxwHXJBIpivX7oTCSUsHMxgCzgCZmttHMBrh7BnAfMBH4DnjH3ZcGWadIECLh+6GBUkVEJHBqGYmISOAURiIiEjiFkYiIBE5hJCIigVMYiYhI4BRGIiISOIWRSAiYWaaZLcr1+lX+e4Wfma01s2/NrI2Z/T2ntlVmtjdXrZ1Ose9AM3szz2e1cqYaiDOzcWa2y8yuLp6fRkoyPWckEgJmdsDdk0J8zNicBw+Lcoy1QBt335Hrs+7AL9y9dz77VgG+B5Ld/UjOZ/cBzd19cM7yaLLnfvqwKHWKqGUkEkY5LZPfmdnCnBbKOTmfl8+Z0GyemX1tZlflfH6bmb1rZv8AJplZGTN7ycyWmtl4M/vEzPqY2UVm9vdc57nEzD4oQp1tzWyamS0ws0/NrJa77wa+An6Ua9PrgTGFPY/IqSiMREKjXJ7LdP1yrdvh7q2Bl4Ff5Hz2G2Cyu7cFegB/MbPyOes6Are6e0+yZ51NAZoDA3PWAUwGzjWzGjnLtwOvFaZwMysLPAdc6+4XAKOBJ3JWjyE7gDCzujm1TC/MeUROR1NIiITGYXdveYp1J1osC8gOF4BLgSvN7EQ4JQD1ct5/5u4nJjq7EHjX3bOALWY2BbLH8c+5n9PfzF4jO6RuKWTt5wLnAZ+bGUAM2SM2Q/bAmM+bWRLQj+zxybIKeR6RU1IYiYTf0Zw/M/n3d87IbomsyL2hmbUHDub+6DTHfY3syf+OkB1Yhb2/ZMBid++Sd4W7HzSzz8me4fN64O5CnkPktHSZTiQYE4H7LacpYmatTrHdTLJnnS1jZrWA7idWuPsPZM8v8ygwqgi1LCN7Bs92ObXEm9l5udaPAR4GKrv7vCKcR+SUFEYioZH3ntGf89n+CSAOWGxmS/j3PZq83if7ktkS4BVgDrA31/q3gA3uvqywhbv7UaAPMMTMvgG+Btrn2mQC2ZcQxxb2HCL5UddukQhnZknufsDMqgFzgc7uviVn3QvA1+4+4hT7riVP1+4Q16au3RISahmJRL7xZrYImAE8kSuIFgAtyO79dirbgS/MrE2oizKzcUBnsu9ZiRSJWkYiIhI4tYxERCRwCiMREQmcwkhERAKnMBIRkcApjEREJHAKIxERCdz/A0fKeEczQfmHAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spec_ecpl = model_ecpl.spectral_model\n", "ax = spec_ecpl.plot(energy_range=energy_range, energy_power=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results seems to be better (but not perfect yet). Next step to improve our model even more would be getting rid of the other bright source (G0.9+0.1)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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 }