{ "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://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/master?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/docs/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 does a 3D map based analsis on the galactic center, using simulated observations from the CTA-1DC. We will use the high level interface for the data reduction, and then do a detailed modelling. This will be done in two different ways:\n", "\n", "- stacking all the maps together and fitting the stacked maps\n", "- handling all the observations separately and doing a joint fitting on all the maps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import astropy.units as u\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from scipy.stats import norm\n", "from gammapy.analysis import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", " FoVBackgroundModel,\n", " Models,\n", ")\n", "from gammapy.modeling import Fit\n", "from gammapy.maps import Map\n", "from gammapy.estimators import ExcessMapEstimator\n", "from gammapy.datasets import MapDataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section we select observations and define the analysis geometries, irrespective of joint/stacked analysis. For configuration of the analysis, we will programatically build a config file from scratch." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/hess-dl3-dr1\n", " obs_ids: []\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 1d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: null, lon: null, lat: null}\n", " binsize: 0.02 deg\n", " fov: {width: 5.0 deg, height: 5.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 2.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " energy_true: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "config = AnalysisConfig()\n", "# The config file is now empty, with only a few defaults specified.\n", "print(config)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Selecting the observations\n", "config.observations.datastore = \"$GAMMAPY_DATA/cta-1dc/index/gps/\"\n", "config.observations.obs_ids = [110380, 111140, 111159]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Defining a reference geometry for the reduced datasets\n", "\n", "config.datasets.type = \"3d\" # Analysis type is 3D\n", "\n", "config.datasets.geom.wcs.skydir = {\n", " \"lon\": \"0 deg\",\n", " \"lat\": \"0 deg\",\n", " \"frame\": \"galactic\",\n", "} # The WCS geometry - centered on the galactic center\n", "config.datasets.geom.wcs.fov = {\"width\": \"10 deg\", \"height\": \"8 deg\"}\n", "config.datasets.geom.wcs.binsize = \"0.02 deg\"\n", "\n", "# The FoV radius to use for cutouts\n", "config.datasets.geom.selection.offset_max = 3.5 * u.deg\n", "config.datasets.safe_mask.methods = [\"aeff-default\", \"offset-max\"]\n", "\n", "# We now fix the energy axis for the counts map - (the reconstructed energy binning)\n", "config.datasets.geom.axes.energy.min = \"0.1 TeV\"\n", "config.datasets.geom.axes.energy.max = \"10 TeV\"\n", "config.datasets.geom.axes.energy.nbins = 10\n", "\n", "# We now fix the energy axis for the IRF maps (exposure, etc) - (the true enery binning)\n", "config.datasets.geom.axes.energy_true.min = \"0.08 TeV\"\n", "config.datasets.geom.axes.energy_true.max = \"12 TeV\"\n", "config.datasets.geom.axes.energy_true.nbins = 14" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/cta-1dc/index/gps\n", " obs_ids: [110380, 111140, 111159]\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 3d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: galactic, lon: 0.0 deg, lat: 0.0 deg}\n", " binsize: 0.02 deg\n", " fov: {width: 10.0 deg, height: 8.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 3.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 10}\n", " energy_true: {min: 0.08 TeV, max: 12.0 TeV, nbins: 14}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default, offset-max]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "print(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration for stacked and joint analysis\n", "\n", "This is done just by specfiying the flag on `config.datasets.stack`. Since the internal machinery will work differently for the two cases, we will write it as two config files and save it to disc in YAML format for future reference. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "config_stack = config.copy(deep=True)\n", "config_stack.datasets.stack = True\n", "\n", "config_joint = config.copy(deep=True)\n", "config_joint.datasets.stack = False" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# To prevent unnecessary cluttering, we write it in a separate folder.\n", "path = Path(\"analysis_3d\")\n", "path.mkdir(exist_ok=True)\n", "config_joint.write(path=path / \"config_joint.yaml\", overwrite=True)\n", "config_stack.write(path=path / \"config_stack.yaml\", overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacked analysis\n", "\n", "### Data reduction\n", "\n", "We first show the steps for the stacked analysis and then repeat the same for the joint analysis later\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Reading yaml file:\n", "config_stacked = AnalysisConfig.read(path=path / \"config_stack.yaml\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n" ] } ], "source": [ "analysis_stacked = Analysis(config_stacked)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 110380\n", "Processing observation 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111140\n", "Processing observation 111159\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.82 s, sys: 2.1 s, total: 10.9 s\n", "Wall time: 10.9 s\n" ] } ], "source": [ "%%time\n", "# select observations:\n", "analysis_stacked.get_observations()\n", "\n", "# run data reduction\n", "analysis_stacked.get_datasets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have one final dataset, which you can print and explore" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : stacked \n", "\n", " Total counts : 121241 \n", " Total background counts : 108043.52\n", " Total excess counts : 13197.48\n", "\n", " Predicted counts : 108043.52\n", " Predicted background counts : 108043.52\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 2000000 \n", " Number of fit bins : 1411180 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "dataset_stacked = analysis_stacked.datasets[\"stacked\"]\n", "print(dataset_stacked)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To plot a smooth counts map\n", "dataset_stacked.counts.smooth(0.02 * u.deg).plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# And the background map\n", "dataset_stacked.background.plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also get an excess image with a few lines of code:\n", "excess = dataset_stacked.excess.sum_over_axes()\n", "excess.smooth(\"0.06 deg\").plot(stretch=\"sqrt\", add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modeling and fitting\n", "\n", "Now comes the interesting part of the analysis - choosing appropriate models for our source and fitting them.\n", "\n", "We choose a point source model with an exponential cutoff power-law spectrum.\n", "\n", "To select a certain energy range for the fit we can create a fit mask:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "coords = dataset_stacked.counts.geom.get_coord()\n", "mask_energy = coords[\"energy\"] > 0.3 * u.TeV\n", "dataset_stacked.mask_fit = Map.from_geom(\n", " geom=dataset_stacked.counts.geom, data=mask_energy\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "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=2.3,\n", " amplitude=2.8e-12 * u.Unit(\"cm-2 s-1 TeV-1\"),\n", " reference=1.0 * u.TeV,\n", " lambda_=0.02 / u.TeV,\n", ")\n", "\n", "model = SkyModel(\n", " spatial_model=spatial_model,\n", " spectral_model=spectral_model,\n", " name=\"gc-source\",\n", ")\n", "\n", "bkg_model = FoVBackgroundModel(dataset_name=\"stacked\")\n", "bkg_model.spectral_model.norm.value = 1.3\n", "\n", "models_stacked = Models([model, bkg_model])\n", "\n", "dataset_stacked.models = models_stacked" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------\n", "| FCN = 2.802e+05 | Ncalls=185 (185 total) |\n", "| EDM = 6.49e-05 (Goal: 0.0002) | 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 5.61 s, sys: 1.5 s, total: 7.11 s\n", "Wall time: 7.12 s\n" ] } ], "source": [ "%%time\n", "fit = Fit([dataset_stacked])\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assesment and model residuals for a `MapDataset`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 185\n", "\ttotal stat : 280223.64\n", "\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueunitminmaxfrozenerror
str9float64str14float64float64boolfloat64
index2.2674e+00nannanFalse1.156e-01
amplitude2.8145e-12cm-2 s-1 TeV-1nannanFalse3.268e-13
reference1.0000e+00TeVnannanTrue0.000e+00
lambda_3.9586e-02TeV-1nannanFalse6.225e-02
alpha1.0000e+00nannanTrue0.000e+00
lon_0-5.1986e-02degnannanFalse2.269e-03
lat_0-5.2718e-02deg-9.000e+019.000e+01False2.172e-03
norm1.2481e+00nannanFalse6.448e-03
tilt0.0000e+00nannanTrue0.000e+00
reference1.0000e+00TeVnannanTrue0.000e+00
" ], "text/plain": [ "\n", " name value unit min max frozen error \n", " str9 float64 str14 float64 float64 bool float64 \n", "--------- ----------- -------------- ---------- --------- ------ ---------\n", " index 2.2674e+00 nan nan False 1.156e-01\n", "amplitude 2.8145e-12 cm-2 s-1 TeV-1 nan nan False 3.268e-13\n", "reference 1.0000e+00 TeV nan nan True 0.000e+00\n", " lambda_ 3.9586e-02 TeV-1 nan nan False 6.225e-02\n", " alpha 1.0000e+00 nan nan True 0.000e+00\n", " lon_0 -5.1986e-02 deg nan nan False 2.269e-03\n", " lat_0 -5.2718e-02 deg -9.000e+01 9.000e+01 False 2.172e-03\n", " norm 1.2481e+00 nan nan False 6.448e-03\n", " tilt 0.0000e+00 nan nan True 0.000e+00\n", "reference 1.0000e+00 TeV nan nan True 0.000e+00" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A quick way to inspect the model residuals is using the function `~MapDataset.plot_residuals_spatial()`. This function computes and plots a residual image (by default, the smoothing radius is `0.1 deg` and `method=diff`, which corresponds to a simple `data - model` plot):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_stacked.plot_residuals_spatial(\n", " method=\"diff/sqrt(model)\", vmin=-1, vmax=1\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The more general function `~MapDataset.plot_residuals()` can also extract and display spectral residuals in a region:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "region = CircleSkyRegion(spatial_model.position, radius=0.15 * u.deg)\n", "\n", "dataset_stacked.plot_residuals(\n", " kwargs_spatial=dict(method=\"diff/sqrt(model)\", vmin=-1, vmax=1),\n", " kwargs_spectral=dict(region=region),\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This way of accessing residuals is quick and handy, but comes with limitations. For example:\n", "- In case a fitting energy range was defined using a `MapDataset.mask_fit`, it won't be taken into account. Residuals will be summed up over the whole reconstructed energy range\n", "- In order to make a proper statistic treatment, instead of simple residuals a proper residuals significance map should be computed\n", "\n", "A more accurate way to inspect spatial residuals is the following:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "estimator = ExcessMapEstimator(\n", " correlation_radius=\"0.1 deg\",\n", " selection_optional=[],\n", " energy_edges=[0.1, 1, 10] * u.TeV,\n", ")\n", "\n", "result = estimator.run(dataset_stacked)\n", "\n", "result[\"sqrt_ts\"].plot_grid(\n", " figsize=(12, 4), cmap=\"coolwarm\", add_cbar=True, vmin=-5, vmax=5, ncols=2\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of residuals significance in the full map geometry:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-5.0, 5.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO: clean this up\n", "significance_data = result[\"sqrt_ts\"].data\n", "\n", "# #Remove bins that are inside an exclusion region, that would create an artificial peak at significance=0.\n", "# #For now these lines are useless, because to_image() drops the mask fit\n", "# mask_data = dataset_image.mask_fit.sum_over_axes().data\n", "# excluded = mask_data == 0\n", "# significance_data = significance_data[~excluded]\n", "selection = np.isfinite(significance_data) & ~(significance_data == 0)\n", "significance_data = significance_data[selection]\n", "\n", "plt.hist(significance_data, density=True, alpha=0.9, color=\"red\", bins=40)\n", "mu, std = norm.fit(significance_data)\n", "\n", "x = np.linspace(-5, 5, 100)\n", "p = norm.pdf(x, mu, std)\n", "\n", "plt.plot(\n", " x,\n", " p,\n", " lw=2,\n", " color=\"black\",\n", " label=r\"$\\mu$ = {:.2f}, $\\sigma$ = {:.2f}\".format(mu, std),\n", ")\n", "plt.legend(fontsize=17)\n", "plt.xlim(-5, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint analysis\n", "\n", "In this section, we perform a joint analysis of the same data. Of course, joint fitting is considerably heavier than stacked one, and should always be handled with care. For brevity, we only show the analysis for a point source fitting without re-adding a diffuse component again. \n", "\n", "### Data reduction" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n", "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 110380\n", "Processing observation 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111140\n", "Processing observation 111159\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.44 s, sys: 1.96 s, total: 10.4 s\n", "Wall time: 10.4 s\n" ] } ], "source": [ "%%time\n", "\n", "# Read the yaml file from disk\n", "config_joint = AnalysisConfig.read(path=path / \"config_joint.yaml\")\n", "analysis_joint = Analysis(config_joint)\n", "\n", "# select observations:\n", "analysis_joint.get_observations()\n", "\n", "# run data reduction\n", "analysis_joint.get_datasets()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "\n", "Dataset 0: \n", "\n", " Type : MapDataset\n", " Name : B6PdnGop\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 1: \n", "\n", " Type : MapDataset\n", " Name : GFte8Yl9\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 2: \n", "\n", " Type : MapDataset\n", " Name : wa9CmUps\n", " Instrument : CTA\n", " Models : \n", "\n", "\n" ] } ], "source": [ "# You can see there are 3 datasets now\n", "print(analysis_joint.datasets)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : B6PdnGop \n", "\n", " Total counts : 40481 \n", " Total background counts : 36014.51\n", " Total excess counts : 4466.49\n", "\n", " Predicted counts : 36014.51\n", " Predicted background counts : 36014.51\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 6.68e+09 m2 s\n", "\n", " Number of total bins : 1085000 \n", " Number of fit bins : 693940 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "# You can access each one by name or by index, eg:\n", "print(analysis_joint.datasets[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the data reduction stage, it is nice to get a quick summary info on the datasets. \n", "Here, we look at the statistics in the center of Map, by passing an appropriate `region`. To get info on the entire spatial map, omit the region argument." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=3\n", "
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namecountsbackgroundexcesssqrt_tsnprednpred_backgroundnpred_signalexposure_minexposure_maxlivetimeontimecounts_ratebackground_rateexcess_raten_binsn_fit_binsstat_typestat_sum
m2 sm2 sss1 / s1 / s1 / s
str8float32float64float64float64float64float64float64float64float64float64float64float64float64float64int64int64str4float64
B6PdnGop40481.036014.506956405954466.49304359404823.07275348390505336014.5069564059536014.50695640595nan62838922.5498567156676807894.419242nan1800.0nannannan1085000693940cashnan
GFte8Yl940525.036014.494476804094510.50552319591223.29619054285856436014.4944768040936014.49447680409nan62838194.409851496676808531.80466nan1800.0nannannan1085000693940cashnan
wa9CmUps40235.036014.519445033844220.48055496616121.8246801365567536014.5194450338436014.51944503384nan62838404.535745746676813626.917055nan1800.0nannannan1085000693940cashnan
" ], "text/plain": [ "\n", " name counts background ... n_fit_bins stat_type stat_sum\n", " ... \n", " str8 float32 float64 ... int64 str4 float64 \n", "-------- ------- ----------------- ... ---------- --------- --------\n", "B6PdnGop 40481.0 36014.50695640595 ... 693940 cash nan\n", "GFte8Yl9 40525.0 36014.49447680409 ... 693940 cash nan\n", "wa9CmUps 40235.0 36014.51944503384 ... 693940 cash nan" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis_joint.datasets.info_table()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.267 \n", " amplitude : 2.81e-12 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : 0.040 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.052 deg \n", " lat_0 : -0.053 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : B6PdnGop-bkg\n", " Datasets names : ['B6PdnGop']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : GFte8Yl9-bkg\n", " Datasets names : ['GFte8Yl9']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : wa9CmUps-bkg\n", " Datasets names : ['wa9CmUps']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "models_joint = Models()\n", "\n", "model_joint = model.copy(name=\"source-joint\")\n", "models_joint.append(model_joint)\n", "\n", "for dataset in analysis_joint.datasets:\n", " bkg_model = FoVBackgroundModel(dataset_name=dataset.name)\n", " models_joint.append(bkg_model)\n", "\n", "print(models_joint)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# and set the new model\n", "analysis_joint.datasets.models = models_joint" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.98 s, sys: 882 ms, total: 9.86 s\n", "Wall time: 9.89 s\n" ] } ], "source": [ "%%time\n", "fit_joint = Fit(analysis_joint.datasets)\n", "result_joint = fit_joint.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assessment and model residuals for a joint `Datasets` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 184\n", "\ttotal stat : 748252.52\n", "\n" ] } ], "source": [ "print(result_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.280 \n", " amplitude : 2.85e-12 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : 0.037 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.053 deg \n", " lat_0 : -0.053 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : B6PdnGop-bkg\n", " Datasets names : ['B6PdnGop']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.117 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : GFte8Yl9-bkg\n", " Datasets names : ['GFte8Yl9']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.119 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : wa9CmUps-bkg\n", " Datasets names : ['wa9CmUps']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.111 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "print(models_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the joint dataset is made of multiple datasets, we can either:\n", "- Look at the residuals for each dataset separately. In this case, we can directly refer to the section `Fit quality and model residuals for a MapDataset` in this notebook\n", "- Look at a stacked residual map. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the latter case, we need to properly stack the joint dataset before computing the residuals:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# TODO: clean this up\n", "\n", "# We need to stack on the full geometry, so we use to geom from the stacked counts map.\n", "stacked = MapDataset.from_geoms(**dataset_stacked.geoms)\n", "\n", "for dataset in analysis_joint.datasets:\n", " # TODO: Apply mask_fit before stacking\n", " stacked.stack(dataset)\n", "\n", "stacked.models = [model_joint]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stacked.plot_residuals_spatial(vmin=-1, vmax=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can access the stacked model residuals as previously shown in the section `Fit quality and model residuals for a MapDataset` in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let us compare the spectral results from the stacked and joint fit:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def plot_spectrum(model, result, label, color):\n", " spec = model.spectral_model\n", " energy_range = [0.3, 10] * u.TeV\n", " spec.plot(\n", " energy_range=energy_range, energy_power=2, label=label, color=color\n", " )\n", " spec.plot_error(energy_range=energy_range, energy_power=2, color=color)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_spectrum(model, result, label=\"stacked\", color=\"tab:blue\")\n", "plot_spectrum(model_joint, result_joint, label=\"joint\", color=\"tab:orange\")\n", "plt.legend()" ] }, { "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. 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.\n", "* Perform modeling in more details - Add diffuse component, get flux points." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": 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