{ "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/v0.14?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.modeling.models import (\n", " SkyModel,\n", " SkyDiffuseCube,\n", " BackgroundModel,\n", " PowerLawSpectralModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", ")\n", "from gammapy.spectrum import FluxPointsEstimator\n", "from gammapy.modeling 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", "\n", "Observation table:\n", "Observatory name: 'N/A'\n", "Number of observations: 4\n", "\n", "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", " \"Observation time (hours): \", 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", "/Users/adonath/github/adonath/gammapy/gammapy/utils/interpolation.py:159: Warning: Interpolated values reached float32 precision limit\n", " \"Interpolated values reached float32 precision limit\", Warning\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 13.3 s, sys: 2.41 s, total: 15.7 s\n", "Wall time: 15.7 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 : float64\n", "}\n" ] } ], "source": [ "print(maps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is what the summed counts image looks like:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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", " {\"skycoord\": coord.skycoord, \"energy\": coord[\"energy\"]}, 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": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/github/adonath/gammapy/gammapy/utils/interpolation.py:159: Warning: Interpolated values reached float32 precision limit\n", " \"Interpolated values reached float32 precision limit\", Warning\n" ] } ], "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 * u.TeV" ] }, { "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 = PointSpatialModel(\n", " lon_0=\"0.01 deg\", lat_0=\"0.01 deg\", frame=\"galactic\"\n", ")\n", "spectral_model = PowerLawSpectralModel(\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 normalization (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 = 2.8E-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 3.89 s, sys: 935 ms, total: 4.83 s\n", "Wall time: 4.83 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-03degnannanFalse
lat_0-4.880e-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 nan nan False\n", " lat_0 -4.880e-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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NKekDqtoxvt/UAPp34B5VfXm638cCyBn9/f20trYyNDSU0Pa9kSgP7Anx9NEhPNnC1Ru9XLrOS84sjQr2/JAxmWGmAErZXPjjsyNMXHfJHv+ZmnZvBT4iIpeqakREPgS8m/jlvsljPTs+K8NU5wCHVfUogIjcB1ypqp8jfsY0o/GQ/Dywc6bwMc4pLCyksLCQ3t5e2traiEQiM25f7HHzx28o5JK1+dy9O8Rdu0M8cWSQG7b4eVOdB9c0jQrhcJj9+/dTXFxMTU0Nubm5qfh1jDFJSOliLONnKC8Ba4nfY/n15M9V9UEROQ24T0QeBD5A/GwmUTVA86TXLcC5M9RTCvwTcKaIfIp4M8U7gMLxM6+vn2Kfy4HL165dO4eyzGyKi4spKiqip6eH9vZ2hoeHZ9x+RWE2f/PmYnZ3DHPHa0G+8Ot+HjsY5pZtBWwqn75Robe3l76+PioqKggEArjds8/ObYxZGLNNxVMD/F/i/6LfCfyHqo6Nf/Y9Vb06oYOIFAGPAB9V1YZTfH4f8bOeNaraOc0Yq4DHp1yCuxa4WFU/OP76JuAcVf1oInXNhV2CSx1Vpauri/b2dkZHR2fdPqbKs00Rvrs7SPdQjLOr440KtQUz//dUVlYWgUDA1h8yZgHNdAlutnahbwPPA38FnAb8bPyGPcDqRAtQ1T7g58TbuKcWdz7xmbYfAebapNAC1E16XQu0zXEMk2YiQnl5OZs3b6a2tnbWVVJdIlywMo8vX1LODZt9NHSM8JdPdfHNlwfoj0Sn3W9sbIzm5mb27t07p5kbjDGpMVsAVajqV1T1RVX9CPAt4Nnxy2Yzdi+ISPn4mQ8ikkf8Utf+KducCXwTuBL4Q6BERD47h/pfANaJyGkikgNcB/xgDvubDDKxFMPmzZsJBAKztlPnuoX3nO7jq5eU8c7VeTx1dJA/3dnF9/aFGI5O/9czEolw5MgRDh48yODgoNO/hjEmQbMFUK6IvH73VlXvIH429GOgapZ9A8TPmHYRD4ofq+rjU7bJB65V1SPjs23fAjROHUhE7gV+BWwQkRYRuXW8njHgNuBJYB/wgKrumaUuk+EmluresmULFRUVs14uK/S4+aOzCvnPi8rYXJHDdxtCfHRnJz8/PkRshkvMwWCQffv2cezYMUZGRpz+NYwxs5jtHtBfEZ/x4OdT3t8O/Kuqvi215WUOuweUPiMjI7S3t9Pd3U0ijw3s6RzhjtcGONI7xmlFWdyyzc+Wipm74ETEGhWMSQFbjsEBFkDpF4lEaG1tTej+TUyV55oj3L07SNdgjDcEcrlpq586a1QwZkE5MRXPCuKXulYxqXVbVd/jUI0ZzwIoc4TDYVpbWwkGg7NuOxJVfnR4kO/tCxEZVd6xOo8/2OSj2DPzWU5ubi41NTU247YxSXIigF4F7gR2A6+vjKqqP3GqyExnAZR5BgYGaG1tTaiRYGA4xoN7Qzx5ZJBsl3DVRi+Xr8/HkzXzbdD8/Hxqa2vx+/1OlW3MsuJEAP1GVc9xvLJFxAIoc/X09NDW1jbrw6wAbcEx7tkd5PnWYUo8Lq7b7OOCVXm4Z2t0KCykpqaGvLw8p8o2ZllwIoBuAlYS7zZ7/VuuqrucKjLTWQBlNlWls7OT9vZ2xsbGZt1+f9cIt78W5FDPKCsKs7hlq58zqmafrqe0tJTq6mpycmZfJsIY40wAfQb4IHCU316CU1V9i2NVZjgLoMUhGo1y8uRJTp48SSwWm3FbVeVXLcPctTtIRzjKGZU53LzNz8rCmdcVcrlclJeXU1VVNetDs8Ysd04E0AFgq6rOfo1jibIAWlxGR0dpb2+nq6tr1tbt0ajyxJFBHtobYnBUuWBVHtdv9lGSN3OjgtvtpqqqioqKCluDyJhpOBFADwIfUdUup4tbLCyAFqe5tG4HR2J8b1+InYcGcbuEy9fnc9UGL3nZM4dLdnY21dXVlJaWWuu2MVM4EUA/BbYCv+Z37wFZG7ZZFEKhEK2trQmtzHoiNMZ3G0I81xyhKNfFezf7uHBVHm7XzOHi8XioqamhqKjIqbKNWfScCKALT/W+tWGbxaavr4+WlpaEOuYOdo9wx2tB9nePUluQxc1bfZxVlTvrWY7X66WmpsZat43BuQdRO1Q1Mv46DyhT1eaZ91w6LICWjrl0zKkqv26NNyqcCEXZUpHDzVv9rC6euVEBoKCggJqaGvLz850q3ZhFx4kAehE4T1VHxl/nAr9YTs8GWQAtPdFolBMnTtDR0TFrx9xoTPnxkUEe2BsiNKK8daWH6zf7Kcuffd644uJiqqur8Xg8TpVuzKLhxJLcWRPhA6Cqw5NnyTZmMXK73dTU1FBeXk5bWxvd3d3TbpvtEi5d5+WtK/N4eH+YHx4K88vmCJet9/LujV7yZ2hUmFiVtbS0lEAgYM8QGTMu0d7RbhG5dOKFiFwG9KSmJGMWVk5ODqtWreL000+f9b6NN8fFTVv9fGlHGefWenh4f5g/3dnFE0cGGYtNfzVhYtXXPXv20NLSktDDssYsdYleglsH3AuUEl+Irgu4QVUPpba8zGGX4JaPvr4+WltbiUQis257uGeUO3cNsKdzlGq/m5u3+tkemL1Rwe12U1FRQWVlpS3/YJY0x5ZjmFjhdHyJ7WXFAmh5mWujwovtw9y5K0hbMMqm8mxu3lrA2pLZGxWysrKoqqqivLzcHmY1S9K8A0hErgPu12k2EpFVQLWq/tKBOjOaBdDyFI1GaWtro7Ozc9YZFcZiytPHhrh/T4iB4RhvWRFvVKjwzn6Gk52dTSAQoKyszB5mNUtKMgH0MeAm4DfAS0An4AHWAhcAA8Bfq+oBh2vOOBZAy9vw8DAtLS0JzagwOBrjkf1hHj8YRoF3rfPyno1evDmzn+Hk5ORQXV1NSUmJBZFZEpK6BCciWcA7gTcBAWAI2Af8SFWPOVxrxrIAMgDBYJDm5maGhoZm3bZrMMq9DUGeaYzgyxGurfdx0Zp8smeZUQHisypUV1fbgnhm0bMluR1gAWQm6+rqorW1NaFutqO9o9y5K8jujhGqfG5u3OLnjTWzNyoA5OXlUVNTQ2FhoRNlG7PgLIAcYAFkppp4kPXkyZOz3h9SVV4+McKdu4K0DIyxoTSb92/zs740sWeCvF4v1dXVFBQUOFG6MQvGAsgBFkBmOnO5PxSNKT85PsT9DSH6hmOcV+vhhi0+qnyJPRPu8/moqanB5/MlW7YxCyKZJoSzVfWFlFW2iFgAmdnM5f7Q0FiMRw+EefRAmFgMLlmXz9Wn+/An0KgA8Xnmqqur8Xq9yZZtTEolE0DfAt4A7AGeAJ5U1c6UVJnhLIBMIiZmPGhra0vo/lD3UJT7GkL87PgQ3mzh6nofl6zJJ9udWAdcYWEh1dXVNuGpyVhOTEa6GbgEuJh4G/ZPiQfS86o68yyOS4QFkJmLuTw/BNDYP8qdrwV59eQIFV43N27xcV6tJ+FW7KKiIqqrq8nLy0u2dGMc5eg9IBHxAhcSD6RzVfWs5EvMfBZAZj4ikQjNzc0MDAwktP2rJ+IzKjT2j7G+JJtbtvnZWJb45KU287bJNNaE4AALIJOMuSyEF1Xl58eHuK8hRE8kxrk1udy4xU+1P9HJ66GkpIRAIGBBZNLOAsgBFkAmWarKyZMnaW9vn3X9IYDIWIzHDg7y/f1hRmPKxWvyubbeR0FuYo0KIvJ6EOXm2uopJj0sgBxgAWScMjo6SktLCz09ia1o0huJ8sCeEE8fHcKTJVx9updL13nJSbBRwYLIpFMyXXBfAL6rqr9JVXGLhQWQcVooFKK5uZnBwcGEtm8eGOOuXUFeah+mLN/FjVv8vKnOgyvBRgURsUXxzIJLdjLS64AS4D7gXlVtSEmVGc4CyKRKZ2dnwm3bALs7hrnjtSDH+sZYU5zFLdsK2FSeeKCICGVlZVRVVVkQmZRzog17DfEgug4Q4LvAfap61MlCM5kFkEmlsbEx2tra6OrqSqhtO6bKs40RvtsQpHsoxtnV8UaF2oLEGxUsiMxCcLoN+w3At4CtqrpslnK0ADILYXBwkObmZkKhUELbD0eVHx4M8/D+MMNR5aLV+fxBvZdCT+JfzYkgCgQCZGfPvoieMXPhxBmQG7iI+BnQxcBzxC/HPeRkoZnMAsgspJ6eHlpaWhgdHU1o+/5IlAf2hnnq6CC5buHdG71ctt5LboKNCmBBZFIjmXtAbwOuB64AXiF+H+hhVQ2motBMZgFkFlo0GqW9vZ2Ojo6ELssBtAbjjQovtA1TmufifZv9vGVl4o0KEA+i8vJyqqqqLIhM0pIJoF8Qv9/z0HKdA26CBZBJl0gkQlNTE8Fg4v/dt6dzhDteG+BI7xinFWVx81Y/Wyvn1oJtQWSc4Mg9IBF5I7BeVe8UkVLAq6pNDtaZ0SyATLr19vbS3Nyc8GW5mCrPNUe4Z3eQzsEYZ1XlctNWHysK5xYmdmnOJMOJe0CfJr4k9xpVXS8iNcD9qvpmZ0vNXBZAJhPEYjHa29sTWgRvwkhU2Xl4kIf2hYiMKm8/LY/rNvsonkOjAljXnJkfJwLoVeBM4GVVPXP8vV2qutXRSjOYBZDJJPO5LBccjvHgvhBPHB4k2yVcudHLFevz8WQlNrXPBAsiMxczBVCif/OGNZ5UOj6gLT5iTBp5PB7Wr1/P6tWrE74s5s918YEzCvjCxWWcUZXD/XtC3Lazi58cGyQ6h8cxVJXOzk4aGhpoampiZGRkvr+GWeYSPQP6a2AFsAP4LHAr8caEL6S2vMxhZ0AmU8ViMdra2ubULQewv2uE218LcqhnlJWF8UaFM6rmPlecnRGZmTjVhHAJ8WeBhPjKqDudK3FhiMhq4G+BQlW9RkSuAt4FVABfVdWnptvXAshkuvlcllNVftUyzF27g3SEo2yrzOHmrX5WFc292WBirrmqqiqb9NS8Lpk27KdU9aJ5HrQOuBOoAmLAN1T1i/Mc69vAZUCHqm6e8tkO4IuAG/iWqn4+gfEeUtVrJr0uBv5NVW+dbh8LILNYzPUhVoDRqPLEkUEe2hsiPKq8bVW8UaE0b+6TnVgQmcmSCaBXJpoO5nHQABBQ1ZdFxA+8BFylqnsnbVMBDE1+sFVE1qrq4SljvQUIAXdODqDxGRoOAu8EWoAXiD846wY+N6WkD6hqx/h+UwPo34F7VPXl6X4fCyCzmMx1SfAJoZEYD+0LsfPwIC6BK9Z7uWqDl7zsuTUqgC0DYeJmCqDZZi4sFJH3TPehqj48w2ftQPv4n4Misg+oAfZO2uytwEdE5FJVjYjIh4B3A5dOGetZEVl1isOcAxyemBRVRO4DrlTVzxE/Y5qRiAjweWDndOEjIpcDl69du3a24YzJGG63m7q6OkpLS2lqaiIcDie0ny/Hxfu3FbBjTT7fbQjx0L4wTx8d4r2bfVy4Kg+3K/EZFVSV7u5uenp6KCkpoaqqylZoNb9jtjOgbuBR4vd9plJV/UBCB4mHx7PAZlUdmPLZJ4DzgAeB24B3qurvzcQ4PsbjU86ArgF2qOoHx1/fBJyrqrdNU0cp8E/Ez5i+BYSBW4ifOb2qql+f7newMyCzmHV1ddHa2prwkg8TDnaPcOeuIPu6RqktiDcqnFWVg8xhap/JbKnw5SeZM6DGRENmhoP7gO8BfzE1fABU9V/Gz1y+RvxB18SmAR4f/hTvTZuoqtoNfHjK21+aw/GMWZTKysooKiqitbWVrq6uhPdbX5rDZy4o4Tdtw9y1K8g//08vWyrijQqri+feqNDT00NPTw/FxcUEAgHy8vLmPIZZOma7sDu//8yZ2Fkkm3j43DPd5ToROR/YDDwC/MMcD9EC1E16XQu0zaNUY5a8rKwsVq5cyYYNG+b0L34R4dwaD/95cRm3nuHneN8on3i6my//po+uwei8aunt7WXv3r0cOXKEoaGheY1hFr/ZLsFtnu8KqOP3V+4AelT1L6bZ5kzgXuKt0MeAu4GjqvrpU2y7it+/BJdFvAnhQqCV+KW096nqnvnUPBO7BGeWkomHSdva2ohG5xYi4ZEYD+8P88NDYQS4bL2Xd2/0kj+PRoUJRUVFBAIB8vPtGfelJpmZEBJpaX58mo/eBNwEvF1EXh3/uXTKNvnAtap6RFVjxO/HNJ7iGOb/FW4AABhkSURBVPcCvwI2iEiLiNwKoKpjxO8bPQnsAx5IRfgYs9SICBUVFWzatIni4uI57evNcXHTVj9f2lHOG2s9PLw/zJ/u7OKJw4OMxea2wOWEvr4+9u3bx+HDhxNumDCL32xnQH3Emwem3QTYpKqrnS4s09gZkFnKBgYGaGpqYnh4eM77Hu4Z5c5dA+zpHKXa7+amLX7Ors6dd6MCQEFBAYFAAJ/PN+8xTGZI5jmgtyYw/oiq/mq+xS0WFkBmqYvFYpw4cYITJ07M6dkhiF/Se7E93qjQGoyyqTybm7cWsLYkueUb/H4/gUAAv9+f1DgmfRyZime5swAyy8Xw8DBNTU0MDPxe0+qsxmLK08eGuH9PiIHhGOev8PC+zT4qvLM13M7M5/MRCAQoKChIahyz8CyAHGABZJab+UzpM2FwNMYj+8M8fjCMApeu83L1Ri/enPk3KgB4vV4CgQCFhYVJjWMWjgWQAyyAzHIUjUZpbW2ls7NzXvt3D0b5bkOQZxojeHOEP6j3cdGafLLnMKPCqeTn5xMIBCgqKkpqHJN6TixIVzExj9qk9zao6gGHasx4FkBmOQuHwzQ1NTE4ODiv/Y/1jXLHa0F2d4xQ5Ys3Kpxbk1yjAkBeXh6BQGDOnXxm4TgRQAeAv1PVB8Zffwy4VVXrHa00g1kAmeVOVeno6KCtrY1YLDav/V85McIdu4K0DIyxsTSbW7b5WV+a/BpCHo/n9SBKNtSMs5wIoADwDSACVBJ/5uZjc5w2Z1GzADImbmRkhObmZvr6+ua1fzSm/PT4EPc1hOgbjnFerYcbtvio8iXXqACQm5tLIBCgpKTEgihDOLUg3Z8CnyK+ts/1qvqccyVmPgsgY35Xf39/UktyD43FePRAmB8cGCQaU3aszeeaeh/+JBsVIB5EVVVVlJaWWhClmRNnQD8mvrTCnxGfb+3bwLOq+nEnC81kFkDG/L5YLEZ7ezsnT56c87NDE3qGoty3J8RPjw2Rny1cU+/jkjX5ZLuTD46cnBwqKyspKyvD5Uo+2MzcORFAV6nq9ye9zgI+paqfca7MzGYBZMz0hoaGaGxsTGoancb+Ue7aFeSVEyNUeN3cuMXHebUeR85gsrOzqayspLy83IJogVkbtgMsgIyZXVdXFy0tLXOe4HSyV08Mc+euII39Y6wriTcqnF6WfKMCxGcEnwgit3vuy42buXPiDCjIb9fZyQGygZCqLpunwSyAjEnM2NgYzc3N9PT0zHuMqCrPHB/i3oYQPZEY59bkcuMWP9X+5BsVIL5ibGVlJRUVFRZEKeb4GZCIXAWco6p/k2xxi4UFkDFzk8wEpxMiYzEeOzjI9/eHGY0pF6/J59p6HwW5zlxGc7vdlJeXU1lZSVaWM+FmfldKLsGJyPOq+sakKltELICMmbtkJjidrDcS5YE9IZ4+OoQnS7j6dC+XrvOS40CjAoDL5Xo9iLKzk5tA1fwuJy7BvWfSSxewHXirqv4vZ0rMfBZAxsxfJBKhsbGRUCi5RwebB8a4a1eQl9qHKct3ccNmP29e4cHlUKu1y+WirKyMyspKcnKcue+03DkRQN+Z9HIMOA58c+r0PEuZBZAxyXOiSQFgd8cwd7wW5FjfGGuKs7hlWwGbyp0LDBGhtLSUqqoqcnNzHRt3ObIuOAdYABnjDCeaFABiqjzbFOHe3UG6hmKcXR1vVKgtcO5ejohQUlJCVVUVHo/HsXGXk2QWpPsyv+1++z2q+mfJl7c4WAAZ4ywnmhQAhqPKDw+FeXhfmOGoctHqfP6g3kuhx9nutokgysvLc3TcpS6ZALplpoFV9Y4ka1s0LICMcZ4TMylM6I9EeWBvmKeODpLrFt690ctl67zkZjk7FU9RURGBQID8/HxHx12qkgmgLFUdS1lli4gFkDGpMzQ0RFNTU9JNCgCtwXijwgttw5Tmubh+s5+3rnSuUWFCYWEhgUAAr9fr6LhLTTIB9LKqnjX+5y+r6kdTVGPGswAyJvU6OztpbW1NukkBYE/nCHe+FuRw7yinFWVx81Y/Wyudbyjw+/0EAgH8fr/jYy8FyQTQK6p65vifXw+j5cgCyJiFMTo6SnNzM729vUmPFVPlueYI9+wO0jkY48yqHG7e6mdFofPP+vh8PgKBAAUFBY6PvZjNFECzPU5sLXLGmAWVnZ3N6tWrWbt2bdLP4rhEOH9FHl/aUc7NW/0c6B7lY09187UX++mNJH+WNVkoFOLQoUPs27dv3mslLTeznQENAocBAdaM/5nx16qqW1NeYYawMyBjFl4sFqOtrY2Ojo6kmxQAgsMxHtoX4onDg2S5hCs3erlifT6eLOdnyLblwuOSuQS3cqaBVbUxydoWDQsgY9JncHCQxsZGBgcHHRmvPTTG3buCPN86TLHHxfWbfVywKg93Chav83g8VFVVLdtVWu1BVAdYABmTXqr6epNCLBZzZMz9XSPc/lqQQz2jrCjM4patfs6oSs3MB8t1lVYLIAdYABmTGUZGRmhqaqK/v9+R8VSVX7ZEuGd3iJPhKNsq440Kq4pSMynpclul1QLIARZAxmSW3t5empubGR0ddWS80ajyxJFBHtobIjyqvG1VHtdt9lGal5r1grKzs6moqKCiomJJB1FSASQiW1V1l4hsUdXdKalwEbAAMibzRKNRWltb6ezsdGzM0EiM7+0L8aPDg7gErljv5aoNXvKyUxMSWVlZrwfRUlwcL5k2bIAPiMg64FZnyzLGmOS43W5WrFjBhg0bHJss1Jfj4pZtBXzx4jK2Bzw8tC/MbTu7eOrIINGY81eMxsbGaGtrY/fu3bS1tTE2tnwmn5mtC+4fgFLgBuAeoEtV/3GBassodgZkTGZTVU6cOEF7e7sjLdsTDnaPcOeuIPu6Rqn1u7l5m5+zqnJT1kiw1BbHS/YS3BXADuAJVf1BCupbFCyAjFkcIpEITU1NBINBx8ZUVX7TNsxdu4K0h6JsqYg3KqwuTl1AuFyu19ckWsyL4yV7Ce5cVf0T4GxnyzLGGOd5PB7Wr1/PypUrHbunIiKcW+PhCxeXceuZfo73jfKJp7v50m/66Bp0dkaFCbFYjM7OThoaGmhsbEx62YpMZF1wCbIzIGMWHyfnlZssPBLj4f1hfngojACXrffy7o1e8lPUqADxECwuLiYQCCyqxfGsDdsBFkDGLF79/f00NTUxMjLi6Lgd4Sj3NgR5tilCQa6L99b7eMfqPLJcqX3QdDGtSWQB5AALIGMWt1gsRmtrKx0dHY6PfbhnlDt3DbCnc5Rqv5ubt/rZHkhdo8KExbAmkQWQAyyAjFkawuEwjY2NDA0NOTquqvJi+zB37grSFoxSX5bNLdsKWFuS+k62TF6TKJnJSN3AB4Fa4l1wz0367NOq+lmni81UFkDGLB2qysmTJ2lvb3dsXrkJYzHl6WND3L8nxMBwjPNXeHjfZh8V3ixHj3MqmbgmUTIB9C0gH/gNcBPwjKr+f+OfLasF6iyAjFl6hoeHaWxsdLRle8LgaIxH9od5/GAYBS5d5+XqjV68Oamfdic/P59AIEBRUVHKjzWbZAJo18SaPyKSBfwXUAZcDzw/sVrqcmABZMzS1d3dTUtLS0pmIegajDcqPNMYwZcjXFvv46I1+WSnuFEB4msSTSwFkS7JBNB+Vd045b2/By4GKlR1naOVZjALIGOWtrGxMZqbm+np6UnJ+Mf6RrnjtSC7O0ao8rm5cYufN9akvlEB0rsmUTIBdDdwt6o+MeX9DwJfU9XFP09EgiyAjFkeUtWyDfF7T6+ciE/t0zwwxobSbN6/zc/60oWZ6SAnJ4eqqirKysoWLIisC84BFkDGLB+pbNkGiMaUnx0f4t49IfoiMc6r9XDDFh9VvtQ3KkB8KYjKykrKy8tTvhTEvKfiEZFPTPrztVM++2dnyjPGmMzicrmoq6tj48aN5OXlOT6+2yW8Y3U+X7mkjGvrvbzUPsyfP9HFd14dIDjibFfeqYyOjtLS0sLu3bs5ceIE0WhqphOazWyX4F7vdJva9WZdcMaY5SCVLdsTeoai3LcnxM+ODZGXLVxT7+OSNflkuxfmMpnb7X59TaKsLGfPwpKZjFSm+fOpXhtjzJIjIlRVVVFfX5+yBz1L8tz8yfZC/u2iUtaXZnPHa0H+7MkunmsecnRpielEo1Ha29vZvXs3LS0tjq0yO5vZAkin+fOpXhtjzJKVm5vr+CzbU60szObT55fwd+cXk5cl/Mfz/Xzqpz3s63K+IeJUYrEYJ0+epKGhgebm5pQ0Ykw22yW4KBAmfraTBwxOfAR4rAvOGLMcpWqW7cmiqjxzfIh7G0L0RGKcW5PLjVv8VPsXplEB4md/NTU1VFZWJjPGtJfgZvxNVHXpLVBujDFJys7OZvXq1fT19dHU1JSSS1ZuEd5+Wj7n1Xl47OAg398f5sW2Li5ek8+19T4KclM/o4KqEg6HUzb+wkWpMcYsMUVFRfj9flpbW+ns7EzJMTxZLq4dX+bhgT0hnjg8yM+PD3H16V4uXeclZ4EaFVIh9RFqjDFLmNvtZsWKFWzYsCGlC8UVe9z88RsK+Y+Lyzi9PIe7dof4syc6+UXTELFF+jynBZAxxjjA5/NRX19PIBBI6SwDdQVZ/M2bi/nfby3Gl+PiC7/u55M/6WZP58I0KjjJAsgYYxwiIlRXV3P66aenfJG4LRW5/Ms7SvnoOYX0RWL8/c97+PxzvbQMOD+haqpYABljjMPy8vLYuHEjdXV1KZ3qxiXCBSvz+PIl5dyw2UdDxwh/+VQX33i5n/5IemY3mAtrQjDGmBSpqKigqKiIpqYm+vv7U3acXLfwntN9XHhaHg/sDfPU0UGeaYzw7o1eLl/nJTcrMxsV7AzIGGNSKCcnh7Vr13Laaac5Ps3NVIUeNx86q4AvXFzG1ooc7m0IcdsTnfzseGY2KlgAGWPMAigpKWHTpk2Ulpam/Fg1/iz++k3F/OMFJZR43HzlhX4+8XQ3u04Op/zYc2EBZIwxCyQrK4tVq1axbt06cnJSvwbQpvIcPndhCX95biGhkRj/59lePvuLHpr6F2aut9lYABljzAIrKChg06ZNSU1xkyiXCG9ekceXdpRz01Y/B7pH+dhT3XztxX56h9LbqGBNCMYYkwYul4va2lqKi4tpbGxkaGgopcfLcQtXbfBy4ao8HtoXn1Hhf5oiXLnByxUb8vFkLfz5iJ0BGWNMGnm9Xk4//XSqq6sXZJlsf66LPzyjgC/sKOOMqhzu3xvitp1d/OTYINEFblSwADLGmDQTEQKBAPX19fh8vgU5ZsCXxV+dV8w/va2ECq+b/3pxgI//uJtXTixco4IFkDHGZAiPx8OGDRtYsWJFytYcmmpjWQ7/9LYSPvbGIobHlM/+opd/fLaH432pb1SwADLGmAxTXl5OfX09hYWFC3I8EeG8Og9fvLiMP9zm50jPKB//cTdffaGfznDqgsgCyBhjMtDEA6yrV69O+QOsE7LdwmXrvXz10nIuX5/Ps01D3HzfER55pSUlx7MuOGOMyWDFxcX4/X5aWlro7u5ekGP6clzcsq2AHWvzefDACBsqC1JyHDsDMsaYDLfQD7BOqPRm8XcX1lBfbQFkjDHL2sQDrBUVFekuxREWQMYYs4i4XC7q6urYuHEjeXl56S4nKRZAxhizCC30A6ypYAFkjDGL1OQHWFO9AmsqWAAZY8wi5/F4FmQFVqctnkqNMcbMqKKigk2bNlFQkJquNadZABljzBKSk5PDunXrWLVq1YI9wDpfFkDGGLMElZaWsmnTJoqLi9NdyrQsgIwxZonKyspi9erVrFmzhuzs7HSX83uWRQCJyGoR+W8ReWjSe1eJyDdF5FERuSid9RljTCoVFRWxadMmysrK0l3K78j4ABKRb4tIh4g0THl/h4gcEJHDIvLJmcZQ1aOqeuuU976vqh8C3g+81/HCjTEmg7jdblauXMn69evJzc1NdznAIggg4HZgx+Q3RMQNfBW4BKgHrheRehHZIiKPT/mZbc6KT4+PZYwxS57f76e+vp7Kysq0P8Ca2S0SgKo+KyKrprx9DnBYVY8CiMh9wJWq+jngskTGlfg/+c8DO1X1ZecqNsaYzOZyuaitraWkpITjx48zNDSUnjrSctTk1QDNk163jL93SiJSKiJfB84UkU+Nv/1R4B3ANSLy4Wn2+yMReVFEXuzs7HSodGOMyQz5+flpnc4n48+ApnGqf1I63caq2g18eMp7XwK+NNNBVPUbwDcAtm/fPu34xhizWE1M51NcXExjYyOhUGjBjr1Yz4BagLpJr2uBtjTVYowxi57H42HDhg0LOp3PYg2gF4B1InKaiOQA1wE/SHNNxhiz6C3kdD4ZH0Aici/wK2CDiLSIyK2qOgbcBjwJ7AMeUNU96azTGGOWioWazifj7wGp6vXTvP8j4EcLXI4xxiwbpaWllJaWpmz8jD8DMsYYszRZABljjEkLCyBjjDFpYQFkjDEmLSyAjDHGpIUFkDHGmLSwADLGGJMWFkCzEJHLReQb/f396S7FGGOWFAugWajqY6r6R4WFhekuxRhjlhRRtUmeEyEinUDjPHcvBFJ9CuX0MZIZb777zmU/p7ctA7oSHG8pWIi/k4labN+PZMdabt+PlapafspPVNV+UvwDfGOxHSOZ8ea771z2c3pb4MV0/f1Ix89C/J3MpFqcPEayY9n347c/dgluYTy2CI+RzHjz3Xcu+6Vq2+Uik/6ZLLbvR7Jj2fdjnF2CMwYQkRdVdXu66zAmE6Xq+2FnQMbEfSPdBRiTwVLy/bAzIGOMMWlhZ0DGGGPSwgLIGGNMWlgAGWOMSQsLIGOmEBGviNwhIt8UkRvSXY8xmUREVovIf4vIQ8mOZQFklgUR+baIdIhIw5T3d4jIARE5LCKfHH/7PcBDqvoh4IoFL9aYBTaX74eqHlXVW504rgWQWS5uB3ZMfkNE3MBXgUuAeuB6EakHaoHm8c2iC1ijMelyO4l/PxxjAWSWBVV9FuiZ8vY5wOHx/6IbAe4DrgRaiIcQ2HfELANz/H44xr5cZjmr4bdnOhAPnhrgYeBqEfkamTVljTEL6ZTfDxEpFZGvA2eKyKeSOUBWMjsbs8jJKd5TVQ0Df7jQxRiTYab7fnQDH3biAHYGZJazFqBu0utaoC1NtRiTaVL+/bAAMsvZC8A6ETlNRHKA64AfpLkmYzJFyr8fFkBmWRCRe4FfARtEpEVEblXVMeA24ElgH/CAqu5JZ53GpEO6vh82Gakxxpi0sDMgY4wxaWEBZIwxJi0sgIwxxqSFBZAxxpi0sAAyxhiTFhZAxhhj0sICyBgHiEhURF6d9PPJ2fdKPRE5LiK7RWS7iDwyXtthEemfVOt50+z7QRG5a8p7lePT9meLyP0i0iMiVy3Mb2OWGnsOyBgHiEhIVX0Oj5k1/jBgMmMcB7aratek9y4APq6ql82ybzFwCKhV1cj4e7cBW1T1j8df30187aTvJ1OnWZ7sDMiYFBo/A/k/IvLy+JnIxvH3veOLgL0gIq+IyJXj779fRB4UkceAp0TEJSL/JSJ7RORxEfmRiFwjIheKyCOTjvNOEXk4iTrPFpFnROQlEdkpIpWq2gv8EnjXpE2vA+6d73GMmcwCyBhn5E25BPfeSZ91qepZwNeAj4+/97fAT1X1bOBtwL+KiHf8s/8F3KKqbye+OusqYAvwwfHPAH4KnC4i5eOv/xD4znwKF5Fc4IvA1ar6BuBu4DPjH99LPHQQkbrxWp6dz3GMmcqWYzDGGUOqesY0n02cmbxEPFAALgKuEJGJQPIAK8b//GNVnVgc7M3Ag6oaA06IyM8gPif++P2ZG0XkO8SD6eZ51n46sAl4WkQA3MRnQob45JNfEhEf8F7i84HF5nkcY36HBZAxqTc8/r9RfvudE+JnHAcmbygi5wLhyW/NMO53iC+YFyEeUvO9XyTALlU9f+oHqhoWkaeJr4R5HfCReR7DmN9jl+CMSY8ngY/K+CmHiJw5zXb/Q3x1VpeIVAIXTHygqm3E12f5NHB7ErXsJb7S5TnjteSIyKZJn98L/BVQpKovJHEcY36HBZAxzph6D+jzs2z/GSAb2CUiDfz2nstU3yN+OawB+P+BXwP9kz6/B2hW1b3zLVxVh4FrgP8QkdeAV4BzJ23yBPHLg/fN9xjGnIq1YRuT4UTEp6ohESkFfgO8SVVPjH/2FeAVVf3vafY9zpQ2bIdrszZsM292BmRM5ntcRF4FfgF8ZlL4vARsJd61Np1O4Ccist3pokTkfuBNxO9BGTNndgZkjDEmLewMyBhjTFpYABljjEkLCyBjjDFpYQFkjDEmLSyAjDHGpIUFkDHGmLT4fwIKSv7/eaMzAAAAAElFTkSuQmCC\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 normalization 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", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "spatial_model = PointSpatialModel(\n", " lon_0=\"-0.05 deg\", lat_0=\"-0.05 deg\", frame=\"galactic\"\n", ")\n", "spectral_model = ExpCutoffPowerLawSpectralModel(\n", " index=2,\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": 35, "metadata": {}, "outputs": [], "source": [ "dataset_combined = MapDataset(\n", " model=model_ecpl + diffuse_model,\n", " counts=maps[\"counts\"],\n", " exposure=maps[\"exposure\"],\n", " background_model=background_model,\n", " psf=psf_kernel,\n", " edisp=edisp,\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 43.6 s, sys: 4.61 s, total: 48.2 s\n", "Wall time: 48.2 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": 37, "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 nan nan False\n", "\t lat_0 -5.245e-02 nan deg -9.000e+01 9.000e+01 False\n", "\t index 2.213e+00 nan nan nan False\n", "\tamplitude 2.786e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "\treference 1.000e+00 nan TeV nan nan True\n", "\t lambda_ 4.429e-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 1.052e+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", "SkyDiffuseCube\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- ---- --- --- ------\n", "\t norm 9.060e-01 nan nan 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_model, \"\\n\")\n", "print(diffuse_model, \"\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the normalization 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": 38, "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": 39, "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": 40, "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": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 19.4 s, sys: 2 s, total: 21.4 s\n", "Wall time: 21.4 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": 42, "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": 4 }