{ "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/v0.19?urlpath=lab/tree/tutorials/api/datasets.ipynb)\n", "- You may download all the notebooks in the documentation as a\n", "[tar file](../../_downloads/notebooks-0.19.tar).\n", "- **Source files:**\n", "[datasets.ipynb](../../_static/notebooks/datasets.ipynb) |\n", "[datasets.py](../../_static/notebooks/datasets.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Datasets - Reduced data, IRFs, models \n", "\n", "## Introduction\n", "\n", "`gammapy.datasets` are a crucial part of the gammapy API. `datasets` constitute `DL4` data - binned counts, IRFs, models and the associated likelihoods. `Datasets` from the end product of the `makers` stage, see [makers notebook](makers.ipynb), and are passed on to the `Fit` or estimator classes for modelling and fitting purposes.\n", "\n", "To find the different types of `Dataset` that are supported see [Datasets home](../../datasets/index.rst#Types-of-supported-datasets)\n", "\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.245724Z", "iopub.status.busy": "2021-11-22T21:08:53.244866Z", "iopub.status.idle": "2021-11-22T21:08:53.934973Z", "shell.execute_reply": "2021-11-22T21:08:53.935168Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "from astropy.time import Time\n", "from regions import CircleSkyRegion\n", "from astropy.coordinates import SkyCoord\n", "from gammapy.datasets import (\n", " MapDataset,\n", " SpectrumDataset,\n", " SpectrumDatasetOnOff,\n", " Datasets,\n", " FluxPointsDataset,\n", ")\n", "from gammapy.data import DataStore, GTI\n", "from gammapy.maps import WcsGeom, RegionGeom, MapAxes, MapAxis, Map\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " PowerLawSpectralModel,\n", " FoVBackgroundModel,\n", ")\n", "from gammapy.estimators import FluxPoints\n", "from gammapy.utils.scripts import make_path" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.937871Z", "iopub.status.busy": "2021-11-22T21:08:53.937580Z", "iopub.status.idle": "2021-11-22T21:08:53.938824Z", "shell.execute_reply": "2021-11-22T21:08:53.938998Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MapDataset\n", "\n", "The counts, exposure, background, masks, and IRF maps are bundled together in a data structure named `MapDataset`. While the `counts`, and `background` maps are binned in reconstructed energy and must have the same geometry, the IRF maps can have a different spatial (coarsely binned and larger) geometry and spectral range (binned in true energies). It is usually recommended that the true energy bin should be larger and more finely sampled and the reco energy bin.\n", "\n", "### Creating an empty dataset \n", "\n", "An empty `MapDataset` can be directly instantiated from any `WcsGeom` object:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.943544Z", "iopub.status.busy": "2021-11-22T21:08:53.943244Z", "iopub.status.idle": "2021-11-22T21:08:53.950428Z", "shell.execute_reply": "2021-11-22T21:08:53.950623Z" } }, "outputs": [], "source": [ "energy_axis = MapAxis.from_energy_bounds(\n", " 1, 10, nbin=11, name=\"energy\", unit=\"TeV\"\n", ")\n", "\n", "geom = WcsGeom.create(\n", " skydir=(83.63, 22.01),\n", " axes=[energy_axis],\n", " width=5 * u.deg,\n", " binsz=0.05 * u.deg,\n", " frame=\"icrs\",\n", ")\n", "\n", "dataset_empty = MapDataset.create(geom=geom, name=\"my-dataset\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is good practice to define a name for the dataset, such that you can identify it later by name. However if you define a name it **must** be unique. Now we can already print the dataset:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.952468Z", "iopub.status.busy": "2021-11-22T21:08:53.952152Z", "iopub.status.idle": "2021-11-22T21:08:53.955481Z", "shell.execute_reply": "2021-11-22T21:08:53.955638Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : my-dataset \n", "\n", " Total counts : 0 \n", " Total background counts : 0.00\n", " Total excess counts : 0.00\n", "\n", " Predicted counts : 0.00\n", " Predicted background counts : 0.00\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 0.00e+00 m2 s\n", " Exposure max : 0.00e+00 m2 s\n", "\n", " Number of total bins : 110000 \n", " Number of fit bins : 0 \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": [ "print(dataset_empty)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The printout shows the key summary information of the dataset, such as total counts, fit statistics, model information etc.\n", "\n", "`MapDataset.from_geom` has additional keywords, that can be used to define the binning of the IRF related maps:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.960157Z", "iopub.status.busy": "2021-11-22T21:08:53.959843Z", "iopub.status.idle": "2021-11-22T21:08:53.963888Z", "shell.execute_reply": "2021-11-22T21:08:53.964064Z" } }, "outputs": [], "source": [ "# choose a different true energy binning for the exposure, psf and edisp\n", "energy_axis_true = MapAxis.from_energy_bounds(\n", " 0.1, 100, nbin=11, name=\"energy_true\", unit=\"TeV\", per_decade=True\n", ")\n", "\n", "# choose a different rad axis binning for the psf\n", "rad_axis = MapAxis.from_bounds(0, 5, nbin=50, unit=\"deg\", name=\"rad\")\n", "\n", "gti = GTI.create(0 * u.s, 1000 * u.s)\n", "\n", "dataset_empty = MapDataset.create(\n", " geom=geom,\n", " energy_axis_true=energy_axis_true,\n", " rad_axis=rad_axis,\n", " binsz_irf=0.1,\n", " gti=gti,\n", " name=\"dataset-empty\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see the geometry of each map, we can use:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.969316Z", "iopub.status.busy": "2021-11-22T21:08:53.969016Z", "iopub.status.idle": "2021-11-22T21:08:53.970761Z", "shell.execute_reply": "2021-11-22T21:08:53.970937Z" } }, "outputs": [ { "data": { "text/plain": [ "{'geom': WcsGeom\n", " \n", " \taxes : ['lon', 'lat', 'energy']\n", " \tshape : (100, 100, 11)\n", " \tndim : 3\n", " \tframe : icrs\n", " \tprojection : CAR\n", " \tcenter : 83.6 deg, 22.0 deg\n", " \twidth : 5.0 deg x 5.0 deg\n", " \twcs ref : 83.6 deg, 22.0 deg,\n", " 'geom_exposure': WcsGeom\n", " \n", " \taxes : ['lon', 'lat', 'energy_true']\n", " \tshape : (100, 100, 33)\n", " \tndim : 3\n", " \tframe : icrs\n", " \tprojection : CAR\n", " \tcenter : 83.6 deg, 22.0 deg\n", " \twidth : 5.0 deg x 5.0 deg\n", " \twcs ref : 83.6 deg, 22.0 deg,\n", " 'geom_psf': WcsGeom\n", " \n", " \taxes : ['lon', 'lat', 'rad', 'energy_true']\n", " \tshape : (50, 50, 50, 33)\n", " \tndim : 4\n", " \tframe : icrs\n", " \tprojection : CAR\n", " \tcenter : 83.6 deg, 22.0 deg\n", " \twidth : 5.0 deg x 5.0 deg\n", " \twcs ref : 83.6 deg, 22.0 deg,\n", " 'geom_edisp': WcsGeom\n", " \n", " \taxes : ['lon', 'lat', 'energy', 'energy_true']\n", " \tshape : (50, 50, 11, 33)\n", " \tndim : 4\n", " \tframe : icrs\n", " \tprojection : CAR\n", " \tcenter : 83.6 deg, 22.0 deg\n", " \twidth : 5.0 deg x 5.0 deg\n", " \twcs ref : 83.6 deg, 22.0 deg}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset_empty.geoms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to create a `MapDataset` is to just read an existing one from a FITS file:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:53.972398Z", "iopub.status.busy": "2021-11-22T21:08:53.972058Z", "iopub.status.idle": "2021-11-22T21:08:54.545380Z", "shell.execute_reply": "2021-11-22T21:08:54.545579Z" } }, "outputs": [], "source": [ "dataset_cta = MapDataset.read(\n", " \"$GAMMAPY_DATA/cta-1dc-gc/cta-1dc-gc.fits.gz\", name=\"dataset-cta\"\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:54.547449Z", "iopub.status.busy": "2021-11-22T21:08:54.547125Z", "iopub.status.idle": "2021-11-22T21:08:54.563519Z", "shell.execute_reply": "2021-11-22T21:08:54.563700Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : dataset-cta \n", "\n", " Total counts : 104317 \n", " Total background counts : 91507.70\n", " Total excess counts : 12809.30\n", "\n", " Predicted counts : 91507.69\n", " Predicted background counts : 91507.70\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 : 768000 \n", " Number of fit bins : 691680 \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": [ "print(dataset_cta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing contents of a dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To further explore the contents of a `Dataset`, you can use e.g. `.info_dict()`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:54.565467Z", "iopub.status.busy": "2021-11-22T21:08:54.565188Z", "iopub.status.idle": "2021-11-22T21:08:54.581360Z", "shell.execute_reply": "2021-11-22T21:08:54.581595Z" } }, "outputs": [ { "data": { "text/plain": [ "{'name': 'dataset-cta',\n", " 'counts': 104317,\n", " 'background': 91507.6953125,\n", " 'excess': 12809.305,\n", " 'sqrt_ts': 41.41009347393684,\n", " 'npred': 91507.68628538586,\n", " 'npred_background': 91507.6953125,\n", " 'npred_signal': nan,\n", " 'exposure_min': ,\n", " 'exposure_max': ,\n", " 'livetime': ,\n", " 'ontime': ,\n", " 'counts_rate': ,\n", " 'background_rate': ,\n", " 'excess_rate': ,\n", " 'n_bins': 768000,\n", " 'n_fit_bins': 691680,\n", " 'stat_type': 'cash',\n", " 'stat_sum': nan}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# For a quick info, use\n", "dataset_cta.info_dict()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:54.583874Z", "iopub.status.busy": "2021-11-22T21:08:54.583584Z", "iopub.status.idle": "2021-11-22T21:08:55.395982Z", "shell.execute_reply": "2021-11-22T21:08:55.396183Z" }, "nbsphinx-thumbnail": { "tooltip": "Learn how to work with datasets" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# For a quick view, use\n", "dataset_cta.peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And access individual maps like:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.398495Z", "iopub.status.busy": "2021-11-22T21:08:55.398170Z", "iopub.status.idle": "2021-11-22T21:08:55.611153Z", "shell.execute_reply": "2021-11-22T21:08:55.611386Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "counts_image = dataset_cta.counts.sum_over_axes()\n", "counts_image.smooth(\"0.1 deg\").plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course you can also access IRF related maps, e.g. the psf as `PSFMap`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.613466Z", "iopub.status.busy": "2021-11-22T21:08:55.613135Z", "iopub.status.idle": "2021-11-22T21:08:55.614447Z", "shell.execute_reply": "2021-11-22T21:08:55.614649Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset_cta.psf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And use any method on the `PSFMap` object:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.623285Z", "iopub.status.busy": "2021-11-22T21:08:55.622975Z", "iopub.status.idle": "2021-11-22T21:08:55.824875Z", "shell.execute_reply": "2021-11-22T21:08:55.825077Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_cta.psf.plot_containment_radius_vs_energy()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.827784Z", "iopub.status.busy": "2021-11-22T21:08:55.826192Z", "iopub.status.idle": "2021-11-22T21:08:55.965198Z", "shell.execute_reply": "2021-11-22T21:08:55.965448Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "edisp_kernel = dataset_cta.edisp.get_edisp_kernel()\n", "edisp_kernel.plot_matrix()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `MapDataset` typically also contains the information on the residual hadronic background, stored in `MapDataset.background` as a map:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.967616Z", "iopub.status.busy": "2021-11-22T21:08:55.967248Z", "iopub.status.idle": "2021-11-22T21:08:55.968691Z", "shell.execute_reply": "2021-11-22T21:08:55.968937Z" } }, "outputs": [ { "data": { "text/plain": [ "WcsNDMap\n", "\n", "\tgeom : WcsGeom \n", " \taxes : ['lon', 'lat', 'energy']\n", "\tshape : (320, 240, 10)\n", "\tndim : 3\n", "\tunit : \n", "\tdtype : >f4" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset_cta.background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a next step we define a minimal model on the dataset using the `.models` setter:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.979239Z", "iopub.status.busy": "2021-11-22T21:08:55.978918Z", "iopub.status.idle": "2021-11-22T21:08:55.980145Z", "shell.execute_reply": "2021-11-22T21:08:55.980340Z" } }, "outputs": [], "source": [ "model = SkyModel.create(\"pl\", \"point\", name=\"gc\")\n", "model.spatial_model.position = SkyCoord(\"0d\", \"0d\", frame=\"galactic\")\n", "model_bkg = FoVBackgroundModel(dataset_name=\"dataset-cta\")\n", "\n", "dataset_cta.models = [model, model_bkg]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assigning models to datasets is covered in more detail in the [Modeling notebook](model_management.ipynb). Printing the dataset will now show the mode components:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:55.982084Z", "iopub.status.busy": "2021-11-22T21:08:55.981776Z", "iopub.status.idle": "2021-11-22T21:08:56.115999Z", "shell.execute_reply": "2021-11-22T21:08:56.116224Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : dataset-cta \n", "\n", " Total counts : 104317 \n", " Total background counts : 91507.70\n", " Total excess counts : 12809.30\n", "\n", " Predicted counts : 91719.65\n", " Predicted background counts : 91507.69\n", " Predicted excess counts : 211.96\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 768000 \n", " Number of fit bins : 691680 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 424648.57\n", "\n", " Number of models : 2 \n", " Number of parameters : 8\n", " Number of free parameters : 5\n", "\n", " Component 0: SkyModel\n", " \n", " Name : gc\n", " Datasets names : None\n", " Spectral model type : PowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.000 +/- 0.00 \n", " amplitude : 1.00e-12 +/- 0.0e+00 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lon_0 : 4.650 +/- 0.00 rad \n", " lat_0 : -0.505 +/- 0.00 rad \n", " \n", " Component 1: FoVBackgroundModel\n", " \n", " Name : dataset-cta-bkg\n", " Datasets names : ['dataset-cta']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 +/- 0.00 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", " \n", " \n" ] } ], "source": [ "print(dataset_cta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use `.npred()` to get a map of the total predicted counts of the model:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:56.118092Z", "iopub.status.busy": "2021-11-22T21:08:56.117809Z", "iopub.status.idle": "2021-11-22T21:08:56.290071Z", "shell.execute_reply": "2021-11-22T21:08:56.290273Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "npred = dataset_cta.npred()\n", "npred.sum_over_axes().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the predicted counts from an individual model component we can use:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:56.292246Z", "iopub.status.busy": "2021-11-22T21:08:56.291930Z", "iopub.status.idle": "2021-11-22T21:08:56.459190Z", "shell.execute_reply": "2021-11-22T21:08:56.459378Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "npred_source = dataset_cta.npred_signal(model_name=\"gc\")\n", "npred_source.sum_over_axes().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MapDataset.background` contains the background map computed from the IRF. Internally it will be combined with a `FoVBackgroundModel`, to allow for adjusting the backgroun model during a fit. To get the model corrected background, one can use `dataset.npred_background()`. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:56.461409Z", "iopub.status.busy": "2021-11-22T21:08:56.461082Z", "iopub.status.idle": "2021-11-22T21:08:56.636719Z", "shell.execute_reply": "2021-11-22T21:08:56.636923Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "npred_background = dataset_cta.npred_background()\n", "npred_background.sum_over_axes().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using masks\n", "\n", "There are two masks that can be set on a `Dataset`, `mask_safe` and `mask_fit`. \n", "\n", "- The `mask_safe` is computed during the data reduction process according to the specified selection cuts, and should not be changed by the user.\n", "- During modelling and fitting, the user might want to additionally ignore some parts of a reduced dataset, e.g. to restrict the fit to a specific energy range or to ignore parts of the region of interest. This should be done by applying the `mask_fit`. To see details of applying masks, please refer to [Masks-for-fitting](mask_maps.ipynb#Masks-for-fitting:-mask_fit)\n", "\n", "Both the `mask_fit` and `mask_safe` must have the safe `geom` as the `counts` and `background` maps." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:56.659879Z", "iopub.status.busy": "2021-11-22T21:08:56.641142Z", "iopub.status.idle": "2021-11-22T21:08:58.262692Z", "shell.execute_reply": "2021-11-22T21:08:58.262941Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# eg: to see the safe data range\n", "dataset_cta.mask_safe.plot_grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition it is possible to define a custom `mask_fit`:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:08:58.266347Z", "iopub.status.busy": "2021-11-22T21:08:58.265966Z", "iopub.status.idle": "2021-11-22T21:09:00.125388Z", "shell.execute_reply": "2021-11-22T21:09:00.125631Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/visualization/wcsaxes/core.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " return super().imshow(X, *args, origin=origin, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To apply a mask fit - in enegy and space\n", "region = CircleSkyRegion(SkyCoord(\"0d\", \"0d\", frame=\"galactic\"), 1.5 * u.deg)\n", "\n", "geom = dataset_cta.counts.geom\n", "\n", "mask_space = geom.region_mask([region])\n", "mask_energy = geom.energy_mask(0.3 * u.TeV, 8 * u.TeV)\n", "dataset_cta.mask_fit = mask_space & mask_energy\n", "dataset_cta.mask_fit.plot_grid(vmin=0, vmax=1, add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To access the energy range defined by the mask you can use:\n", "- `dataset.energy_range_safe` : energy range definedby the `mask_safe`\n", "- `dataset.energy_range_fit` : energy range defined by the `mask_fit`\n", "- `dataset.energy_range` : the final energy range used in likelihood computation\n", "\n", "These methods return two maps, with the `min` and `max` energy values at each spatial pixel" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.128111Z", "iopub.status.busy": "2021-11-22T21:09:00.127791Z", "iopub.status.idle": "2021-11-22T21:09:00.132255Z", "shell.execute_reply": "2021-11-22T21:09:00.132445Z" } }, "outputs": [], "source": [ "e_min, e_max = dataset_cta.energy_range" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.134230Z", "iopub.status.busy": "2021-11-22T21:09:00.133916Z", "iopub.status.idle": "2021-11-22T21:09:00.320478Z", "shell.execute_reply": "2021-11-22T21:09:00.320726Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To see the lower energy threshold at each point\n", "e_min.plot(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.326509Z", "iopub.status.busy": "2021-11-22T21:09:00.321754Z", "iopub.status.idle": "2021-11-22T21:09:00.503396Z", "shell.execute_reply": "2021-11-22T21:09:00.503588Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To see the lower energy threshold at each point\n", "e_max.plot(add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just as for `Map` objects it is possible to cutout a whole `MapDataset`, which will perform the cutout for all maps in parallel.Optionally one can provide a new name to the resulting dataset:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.508109Z", "iopub.status.busy": "2021-11-22T21:09:00.507755Z", "iopub.status.idle": "2021-11-22T21:09:00.524281Z", "shell.execute_reply": "2021-11-22T21:09:00.524462Z" } }, "outputs": [], "source": [ "cutout = dataset_cta.cutout(\n", " position=SkyCoord(\"0d\", \"0d\", frame=\"galactic\"),\n", " width=2 * u.deg,\n", " name=\"cta-cutout\",\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.527032Z", "iopub.status.busy": "2021-11-22T21:09:00.526712Z", "iopub.status.idle": "2021-11-22T21:09:00.693963Z", "shell.execute_reply": "2021-11-22T21:09:00.694166Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cutout.counts.sum_over_axes().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to slice a `MapDataset` in energy:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:00.714827Z", "iopub.status.busy": "2021-11-22T21:09:00.696202Z", "iopub.status.idle": "2021-11-22T21:09:01.167215Z", "shell.execute_reply": "2021-11-22T21:09:01.167471Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sliced = dataset_cta.slice_by_energy(\n", " energy_min=1 * u.TeV, energy_max=5 * u.TeV, name=\"slice-energy\"\n", ")\n", "sliced.counts.plot_grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same operation will be applied to all other maps contained in the datasets such as `mask_fit`:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:01.176942Z", "iopub.status.busy": "2021-11-22T21:09:01.176625Z", "iopub.status.idle": "2021-11-22T21:09:01.637245Z", "shell.execute_reply": "2021-11-22T21:09:01.637450Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sliced.mask_fit.plot_grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Resampling datasets\n", "\n", "It can often be useful to coarsely rebin an initially computed datasets by a specified factor. This can be done in either spatial or energy axes:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:01.639508Z", "iopub.status.busy": "2021-11-22T21:09:01.639147Z", "iopub.status.idle": "2021-11-22T21:09:01.824937Z", "shell.execute_reply": "2021-11-22T21:09:01.825191Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWEAAAEMCAYAAAAVlQdTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAh1klEQVR4nO3de7RkZXnn8e+vD7fuFjw0jULTQB81DINZ0IAkRBw1qAmoMyro4qJtXN4SB/E2LqNmLeMlrkSDrMkoLqN46dXB0SgdIXgbR7xGQZuWa/DC0KAI2Njtgaa5dz/zx94His6p562z61Ttc079PmvVOqfqrb3ft3ZVPbVr17OfVxGBmZm1Y1HbAzAzG2UOwmZmLXIQNjNrkYOwmVmLHITNzFrkIGxm1qKhBmFJe0n6kaSrJF0n6T317SskXSrpIkmPGeaYzMzaNOw94fuBEyPiKGA1cJKk44E3AGcD5wMvy1Ygad2gBznfeRvlvH3KvI1ys7l9hhqEo3J3fXX3+hLAGLCzvqiwmlMGN8IFw9so5+1T5m2Um7Xts9tsrahXksaAK4AnAedFxOWSbgfWAXcCZw57TGZmbVFbpy1LGgf+BTg7Iq4t3Hcdj3zyLOn2ydHPbv1C+YVyJ/AQ3T9ds8eZfQXJXiWlry67N1w2a3uo0OceSds2YEmXtn72Sh5M2rLt/kDSVnp3Zu1ZnzuTtjGq44Z7dmnfURjTIGTjbfoaytZZat+5aBE7d+68p+Om9RGxprDKabUWhAEk/TWwPSLO6XWZ3aUY79K2Tx9j2Stpm2sBOntx3J20AWS/emaB676GywGsaLhstt23Fvo8JGm7K2lblrSV3rR3JG3dAhrAL5O20odN1p69pu9J2rJtADBZaO+m6YcC5OPNPjiztuw1Dfl76dBjj2XDhg2l/Y+eDDs7Yv96DxhJi4FnAz8d5hjMzOaSYR8TPhBYWx8XXgT8c0RcMuQxmJnNGUMNwhFxNXD0MPs0M5vL5trhTjOzkeIgbGbWoqHnCfdrDBjv0pZ9opQeaPbra/bLbdZnKWug6XizX8RLfWbt2XqzsXZL95pS+uW7iVKf2S/fWdZAmpZU6HNp0tY0u6TUZ9Nlx5O2LHuk1Gf2GuonU2EQz1npNZSlDs4m7wmbmbXIQdjMrEUOwmZmLXIQNjNrkYOwmVmLHITNzFrkIGxm1qJ5lyccdM/9y/L+Sp82g8iRLfWZ5SE2rThVekKzZbNczeVJW2k+qrGkLSv/OJ60ZXndUM477SYba5YHDPlz1jRvuZSzW8p17SZ77ZVyk5vmz2b5xaXns2mgyh5LqUJdP1UZZ8J7wmZmLXIQNjNrkYOwmVmLHITNzFrkIGxm1iIHYTOzFs27FDXonnaSTcxXSkfJUn2yVJV++szW2zTFarLQPp60ZdsgeyzZbMolj03astStUrpYlmqWjTcbT2ly0W1JWzad7uOSttJMkr9L2rL0tuy1V9ozazohbNM0vdKy2XswG2spBW0yaSu9/mbCe8JmZi1yEDYza5GDsJlZixyEzcxa5CBsZtYiB2EzsxbNuxS1RXSv2pVVdypV+sraswpPWZ/LCn2WKmR1k6XzjBeWzVLNsvWuLKw303Q23C1JWz8paplbk7ZSxbJsTNl272dW36bpWZnSeJrOPt7PTNZZilrpfdZNtu2gnDY3W7wnbGbWIgdhM7MWDTUISzpY0rckXS/pOklvrG9fIelSSRdJKh05MDNbMIZ9TPgh4H9ExEZJewNXSPoG8HLgbOAJwMuAjw15XGZmrRhqEI6I24Db6v+3SboeOIjqd5Sd9aV0uryZ2YLRWnaEpFXA0cDlwM+BdcCdwJltjcnMbNhaCcL1cd8LgTdFxF1U2VpP72XZoFlKTz8TCTZNA+on9SgbT5baVkqraTrebBuUUoSy1K4sNSlb7v5Cn1mltKwte5yThT4PTNruTdqy6mx7F/ocL7R3k70fSj8UNU3dyvospf81ndw2S23rZyLe2TT07AhJu1MF4AsiYn2Py6yTtF3S9mx2XjOzYdi0aRNTMam+rGu6rmFnRwj4JHB9RJzb63IRsSYilkbE0n5q15qZzYaJiQmmYlJ9WdN0XcPeEz4BWAOcKOnK+vLcIY/BzGzOGHZ2xPdx9oOZ2cN8xpyZWYschM3MWuQgbGbWonlXylJ0/+TIcglLuY1ZfmipzF7T5bLcyCynMsvLLZXny/Imlydt+xfWm8keSzbj7W+Ttn0LfWbjvT1py36wKBU1yWY+zl4LWQnMUsnO7LGUXgvdlGYJz57PpoVfmo4V8vdR9nqfK8HPe8JmZi1yEDYza5GDsJlZixyEzcxa5CBsZtYiB2EzsxbNlSyNGen2yZE9mH4+bbK0myz1qJTqk8keS9ZnaYbdprPhZjMf71fo87CkLSsXmKXM3VnoM5tteVXSdmPS9qRCn4uSjXtXsnGzVLybC302LROapW6V0syazj7ez3sweyxZadfs/dDP+3M2eU/YzKxFDsJmZi1yEDYza5GDsJlZixyEzcxa5CBsZtaieZeitoPus95mldJKVdSyal7d+oN8A/aT6pOl1mQpOf3MlJuN94lJW6nSV5YKlKU0LWuaTwfsmbRlMzUflvR5b6HPbUl7lko2nrSVqsVdn7Rlszhnr4PSzOTjSVtWDa2fYNNPhcRuSpXbmq53prwnbGbWIgdhM7MWOQibmbXIQdjMrEUOwmZmLXIQNjNr0bxLUduN7tW1slSofh5olr6WpXVl1bFKspScLN1psrDeLNVsPGnbPWnL0swgT/UpVX3rZryQP3RfUiYsS197TPaEFnKadiRP2vLkSbs7yQnbvfDC3Td50WcP5Zf5ahvL9uqaVjuD/LFkFeEy2fu6n/XOlPeEzcxa5CBsZtainoKwpEMlPbv+f7GkvQc7LDOz0VAMwpJeA3wR+Mf6ppXAl5p0JulTkjZLurbjthWSLpV0kaTSmb5mZgtKL3vCZwEnUB9Xj4hfAI9r2N9ngJN2ue0NwNnA+cDLGq7XzGxe6iUI3x8RD/8ALmk3IJp0FhHf5T/WFRmjSgbYCajJes3M5qteMre+I+mdwGJJzwH+O/CvsziGjwDrqOZuPHMW12tmNucpIt+plbQIeBXwJ1R7ql8Hzo/Sgt3Xtwq4JCJ+fwbLrANOAVgES1Z2uV+W91eoQpjmumZ5uX1UW2w8G242C3HpoHrT0psHJ21Z3i3A0qTT8fHubZOThRUntif5s0uSJy3LE95ZekIT2bK3JXnCjy2sN8tFz2bI3p603VLos+ms5v3MbpytNyu92XTWcsjHe/uyZWzdurWz6/URsaawymkV94QjYifwifrSivrBrQHYU2oU/M3MZsvExARbtmwpldLuSdcgLOkakmO/EXHkbAzAzGyUZXvCz6//nlX/XVf/fSnl4vvTkvS/gWcCyyXdAvx1RHyyybrMzBaCrkE4Im4GkHRCRJzQ0fR2Sf8GvHemnUXEGTMfopnZwtVLitpSSU+buiLpqZSnFTMzsx70kqL2KuBTkqZ+qJ0EXjmwEZmZjZBesiOuAI6StA9VStudgx9Wd4vonjKWpZmVZk7N0rOyMntZdcNSeb5s2ScUlu2mVJ6vacrO/smD2bvQ6b2NfkGAPZM+7ymsc8Wy7m13JjUV70rasnQ6gCVJLuONt3Zvywqx/Cbvkv2TtizVLHuuH1/oMwsAWWpl9h6bLPSZPJ2pLM2slKI2rDq/xX4kvWuX6wBExIyPCZuZ2aP1Euw787r3osqauH4wwzEzGy29HI74UOd1SecAFw9sRGZmI6RJUfclND9kaWZmHXo5Jtx55twY1W8B7xvkoMzMRkUvx4Sf3/H/Q8BvIqKfWhxmZlbrJQj/za7VgSSta1oxaDZ0G3Q/sy03XTZLiyulwGQpO1lKXXYMqVRFLUuLOzxp2yNJF9uWTaMLrFjRve3227u3ZSlhjytMK5BVLVOyASNZrlRF7f7kxXDYId3bHkiW25ZsH4B/T9qazlBcSgfLKmhlmYNZW1apEPIUtuz9mb2Pdi1svqvsfZbNPj5TvRwTfnLnlbqo+7GzOAYzs5HVNQhLeoekbcCRku6qL9uo8scvGtoIzcwWsK5BOCL+NiL2Bv4+IvapL3tHxH4R8Y4hjtHMbMHK6gkfHhE/Bb4g6Zhd2yNi40BHZmY2ArJj2m8BXgt8aJq2AE4cyIjMzEZIVk/4tfW/J0fEo35MlVSqh2NmZj3oJUXtB8CuhyOmu20ogu7pNVnVslJFsyxFLUtDywqIlZKpn9RwvXckbfcX+sxOdcwe58pus6sC92X5TsB+ycykWapZVint1qQqGeRpcXsluxD9TPS5T/Kkbd7cve3uJG+wlAqVtWdv7vGkrZBxyL4N27Jsu2ziUcjTPbP3djYRamlPclgnQ2THhA8ADqKa6v5oqpmWoYoPpbQ+MzPrQfZh+afAK4CVwLkdt28D3jnAMZmZjYzsmPBaYK2kUyPiwiGOycxsZPRSyvJCSc+jOnNur47bXdTdzKxPxdOWJX0MOA04m+q48EuAQwc8LjOzkdBL7YinRsTLgd9FxHuAPwIOHuywzMxGQy9B+N767z2SVgAPAhODG5KZ2ejoJU/4EknjwN8DG6lSdT8xyEFlxuie45jluZYm/M1y7prOtlzKQ8zGtLiwbNM+s/ZDklzgZUl9w1JZyaPO/bOubVvOXdu17ZZkuuAnZUnW5GUws7ZfJX3+Opu+mDzH+KEk6TTLIS69bvdM2saTtlI+eSZb71EHdG/7eJIoXApEWXu2jfqZMbn1POEpETE1i8aFki6heh9npWfNzKxHM5pjLiLuj4g7gS8MaDxmZiOlyUSf8MjZczNbSDpJ0s8k3SDp7fVtKyRdKukiSaWJIczMFpSmQTib4WRaksaA84CTgSOAMyQdAbyBKv3tfOBlDcdjZjYvZbUj/pXpg62A/Rr09QfADRFxY73+zwEvoPqtbWd9abSHbWY2X2U/zJ3TsK2bg4BfdVy/BfhDqqyLdcCdwJkN1mtmNm9ltSO+M8t9TbeXGxFxM/D0dEFpHXAKVMdPupWny8rdJdUUi8tmqSrZcoXMrTQNbSxpS7KA0pQlgH0almq86abubYsLNfXiM93T0PZbtXfXtnvv29a1rTTD86Grx7s3vvF3XZv2+MvuX8aemNUBBX7+8+5tuyW7O9nsz6VyhVla5p1JW1Z9tJTmmJWd3JCkoWXvh0L2X5ommr0Hs+OtpfS/bA9106ZNSOrcFOubzkDf9JhwE7fw6DPtVgKFqrCViFgTEUsjYmk/eX9mZrNhYmKCqZhUXxoFYBhuEP4x8HuSJiTtAZwOXDzE/s3M5pyh7VhGxEOSXg98nerb9qci4rph9W9mNhf1UkXtG/Vpy1PX95X09SadRcRXIuKwiHhiRLy/yTrMzBaSXg5HLI+IyakrEfE7yr85mZlZD3oJwjslHTJ1RdKhNDhZw8zM/qNejgn/FfB9SVMpa08HXju4IeVEswPZWSpPSZaiNt7HerN0siwNKDtTpnS2y2RS9i2rLrZHkiN0xYa8zz2TZbdu7Z6GlnmwUOLqvvsmu7bd/tnuWymbiTmbFRnyVLPFyXpXreretr3Q5wNJrtlkslwplTHtM2lLCsKlldtKFcuappo1TW2DvELi0sKyM9FLFbWvSToGOJ7qPf7miMhmkjYzsx51/YCRdHj99xjgEKqc3l8Dh9S3mZlZn7I94bdQHXb40DRtAZw4kBGZmY2Q7LTlqeO+J0fEo448SSqd2WhmZj3oJTviBz3eZmZmM5SVsjyAqvLZYklH88gP7/tQritiZmY9yI4J/ynwCqpCOx/ikSB8F/DOwQ7LzGw0ZMeE1wJrJZ0aERcOcUyph4CtXdqy0/hKOYFZrmGWL5jNx1RI8Uxl5Sq3JG2PL6w3W3ZFkgA6Odm9bXPhgX7/+93bstzkbLblbGZjgDuShNWsZOddSYnMRYWDd2PJLk32OPuRbfosZzzLQ89ya6H57MZZ+cx++uwnFziT5eGW3mcz0csx4WOnqR3xN7M4BjOzkdVLED55mtoRzx3YiMzMRkgvQXhM0sNnOUpaTH9nPZqZWa2XMgz/BHxT0qepTtJ4JdB9vhozM+tZL7UjPijpGuBZVMf63xcRjeoJm5nZo/VUkCwivgp8dcBjMTMbOcUgLOl44MPAf6bKBhkDtkfEPgMe27R20D1FLSuxVzrPOmvPzkzJ+iyd0ZJlWf0macvGOlnoM3NZktaVpQGVfli4MUn7OiBpW1HKW0r84pfNllucPJhsxmSAHUk+1P1JflaWbpeV1gQYT9abpaE9mLSVykpmstf8ZNJWyDhM32dZ6lv2WEqzLWfrnU29/DD3EeAM4BdUs7S/mioom5lZn3o9HHGDpLGI2AF8WpJrR5iZzYJegvA99RT1V0r6IHAbs1tY3sxsZPVyOGIN1XHg11MdZjoYOHWQgzIzGxW9pKjdXP97L/CewQ7HzGy0ZKUsryGZVTkijhzIiMzMRki2J/z8oY1ilmQVpUq7/E2rLWV5eqW0uMmkLUv12ZG09ZNWk22DrK20bceTtqyq2/YkL+mgwvTZWQpWWvkueaDbCn1m80YvT16cStruyLtMXydZClb2UPqpPJYtuzJpu72w3my8WRpaFhO6pboOW1bK8uZubWZmNjuKP8xJOl7SjyXdLekBSTskJSn2ZmbWq6GdrCHpcEk/lHS/pLfu0na6pI2S3jTT9ZqZzWe9BGEi4gZgLCJ2RMSngT9u0NdW4A3AOdO0nQ4cBxwvqXQGo5nZgjG0kzUiYjOwWdLzpmmemoklyGdlMTNbUHo9WWMRgz1ZYz2wAdgQEdmPzGZmC4oiuqYCD6ZD6d3A3REx3WGJbsusA06pr5aKkzWyLGnLOlyetI0X+mw6QWE2CWjpq81k0tZ0IsZSKl72tSmr9JXJni/Ix5ulr93WYCz99jmetJXendnXxmzZLH1trNBnliI5WVi2m9KkuMmcr2mfg8ogWLZsGVu3bu3cjOsjYk2TdXXdE5b0AklndVy/XNKN9eXFvaxc0lmSrqwvK5oMECAi1kTE0ohwzQoza93ExARTMam+NArAkB+OeBtwccf1Pal+PHsm8LpeVh4R50XE6vpya9NBmpktVNm31z0i4lcd178fEVuALZJmvEcq6QCq4777ADvrdLQjIsI5x2Y2srIgvG/nlYh4fcfV/WfaUUTcTn7mopnZyMkOR1wu6TW73ijpz4EfDW5IZmajI9sTfjPwJUlnAhvr246lOjb8wgGPy8xsJGQFfDYDT5V0IvDk+uYvR8SlQxmZmdkI6KWo+6XAgg+8WVm7LIfxcUlbqaxkKb+2m6z8Yz8mk7ZVSVup9GE23qxE4YFJ228LfWa/9mZ5sNlzUjqLKCupuG/Slq1370Kf2bbNcpOzbVA6g6vpzMfZ66RQJZQstaqf2aHngp5qR5iZ2WA4CJuZtchB2MysRQ7CZmYtchA2M2uRg7CZWYt6Keo+8rL0mSx1pjRFSJZaky2bPWlN094gT7fLSiaW0ouyT/psvL9K2iYLfWZjykqTZilWpW2bPWdZsZVspuHSti21d5OVEC0VhsnSObPnOiufOVnoc76noWW8J2xm1iIHYTOzFjkIm5m1yEHYzKxFDsJmZi1yEDYza5FT1PqUpQiVqotllcCapgGVZiHONE2ZK82U27TPTD8v3Gy82XNWqoqXpWBtTtqy57OfqcWzSnJZut2dhfVOJm3ZjNNNK6wtdN4TNjNrkYOwmVmLHITNzFrkIGxm1iIHYTOzFjkIm5m1yClqA9S0whXkqT5ZOk8p5StLE8o+kbMUq2ysJdl4+6lolj2WrM9suX7SqLLHkr0JS89n9hrL1pul05WCQtNKadn2myz0uZB5T9jMrEUOwmZmLRpaEJb0UklX15cfSDqqo+10SRslvWlY4zEzmwuGuSe8CXhGRBwJvA/4eEfb6cBxwPGSShNSmJktGEP7YS4iftBx9TJgZcf1qdlzgnwmHTOzBaWtY8KvAr7acX09sAHYEBHb2hmSmdnwDT1FTdIfUwXhp03dFhFrgbXDHouZWdsGGoQlnQW8pr76XGA5cD5wckRsmcF61gGnzP4I+5flaR7Qx7JZXmk2K3KWp1nqMyubmOUCl3JZm5bIzMYzWegze2Fn5T6z9ZbKhGYlMvdJ2pq+DiDPl862QWm9maa5yVmf/eTUt2HTpk1I6py0en1ErGmyroEejoiI8yJidUSspnp+1gNrIuLnM1zPmohYGhGl2bjNzAZuYmKCqZhUXxoFYBju4Yh3AfsBH5UE8FBEPGWI/ZuZzTnDzI54NfDqYfVnZjYf+Iw5M7MWOQibmbXIQdjMrEUuZdmnLCVssrBslp6VtWXrLX2qjidtWSpZlkJUKiuZlTDMZgTOlFKasu2XzXKdPZbSWLM0vmzZbLuXtm2W9tU0Da00w3PW3nSG56azbi8E3hM2M2uRg7CZWYschM3MWuQgbGbWIgdhM7MWOQibmbXIKWp96mfm46y9aeWxUupW0zS07NO61Ge2jbK0pazP5YU+b0/amlZnyyqhQT7ephXqSlXxsjFl48nS1/qZsTt7PrMqc/3MZD3feU/YzKxFDsJmZi1yEDYza5GDsJlZixyEzcxa5CBsZtYip6gN0GShPUtNymQpQqV1ZulH2YthMmnLUuZK7VnVraZVySBPYWuaYlV6s2TrzfZ2stStUhW1bNlMNp5SuljTamiThfWOKu8Jm5m1yEHYzKxFDsJmZi1yEDYza5GDsJlZixyEzcxa5CBsZtYi5wkPUD9lJbNczGy9pZlym858PJ60lT7JNydtWQ5xP7MQZ9so2wbZ9ms6ezHkb7RsPKU3aNPSpFkOdulxDmqG7FHlPWEzsxY5CJuZtWhoQVjSCyRdLelKSRskPa2j7XRJGyW9aVjjMTObC4a5J/xN4KiIWA28Eji/o+104DjgeEmlUgRmZgvG0H6Yi4jOWiNLgei4rqm7dfxvZrbgDfWYsKQXSfop8GWqveEp64ENwIaI2DbMMZmZtUkRUb7XbHcqPR14V0Q8u8f7rwNOAVi0aNGSo48+epDDm/c2bdrExMRE28OYs7x9yryNcj/5yU/YuXNn52TY6yNiTZN1DTQISzoLeE199bkRcWtH2ybguIj47QzXuT0ils7iMBccb6Oct0+Zt1FuNrfPQA9HRMR5EbG6/jFuiSQBSDqGKl98yyD7NzOb64Z5xtypwMslPQjcC5wWbRwLMTObQ4aZHfEB4AOzsKr1s7COhc7bKOftU+ZtlJu17dPKD3NmZlbxactmZi1yEDYza9G8CMKSxiT9RNIl9fUVki6VdNGon+Ys6WBJ35J0vaTrJL2xvt3bqCbpJEk/k3SDpLfXt43U9pG0l6QfSbqqfp28p7793ZJ+Xdd0uVLSc+vbd5e0VtI19WvrHR3remZd/+WDbT2eQZjpNqrbjpT0w/r+10jaq769920UEXP+ArwF+CxwSX3974AnA/8V+Iu2x9fytjkQOKb+f2/g58AR3kYPb58x4P8BT6BKi7xqFLcPVTmAx9T/7w5cDhwPvBt46zT3PxP4XP3/EuAmYFV9/fPAYuBDwOFtP7YWt9FuwNVUNXEA9gPGZrqN5vyesKSVwPN4dMGfMapa2DsZ8VoTEXFbRGys/98GXA8chLfRlD8AboiIGyPiAeBzwAsYse0Tlan6LbvXl+xX+QCWStqNKpg8wCP13BfV7Qtq2zXYRn8CXB0RV9XLb4mIHXVbz9tozgdh4H8Cb+PRExB8BPhH4C+Af2phTHOSpFXA0VSf4N5GlYOAX3Vcv6W+beS2T31Y70qqyU6+ERGX102vr8vMfkrSvvVtXwS2A7cBvwTOiYitddv5wA+ARRFx/fAeweDNcBsdBoSkr9eleN/Wsaret1HbXwEKXw+eD3y0/v+Z1IcjfJl2Wz0GuAI4pe2xzKUL8BLg/I7ra4APtz2ulrfJOPAt4PeBx1N9K1gEvB/4VH2fE4ALqPYGHwf8DHhC22OfY9vorcAmYDnVIZsfAs+aaV9zfU/4BOC/SbqJ6mvkiZJGYq9lJiTtDlwIXBARTrJ/tFuAgzuurwRu7XLfkRARk8C3gZMi4jcRsSMidgKfoDp8A9Ux4a9FxIMRsRn4N+ApbYy3DT1uo1uA70TEbyPiHuArwDEz7WtOB+GIeEdErIyIVVSF3y+NiJe1PKw5pa7H8Ung+og4t+3xzEE/Bn5P0oSkPaheRxe3PKahk7S/pPH6/8XAs4GfSjqw424vAq6t//8l1U6PJC2l+oHqp0Mc8tA12EZfB46UtKQ+dv4M4N9n2q9nW57/TqD6in1NfSwL4J0R8ZX2hjR3RMRDkl5P9YYZo/oqeV3Lw2rDgcBaSVNfq/85Ii6RtE7SaqofkW4C/ry+/3nAp6kCjoBPR8TVQx/1cM1oG0XE7ySdS/VBH8BXIuLLM+3Upy2bmbVoTh+OMDNb6ByEzcxa5CBsZtYiB2EzsxY5CJuZtchB2MysRQ7C1hdJj5f0WUk3SrqiLuv3osIyqyRdm90nWfYVklZ0XD9f0hE9LvvMqXKog1CXx/xi/f/qzpKHM1jHuyW9dfZHZ3OVg7A1Vp+t9yXguxHxhIg4luqMtJUD7PYVwMNBOCJeHREzPktpECLi1oh4cX11NTDjIGyjx0HY+nEi8EBEfGzqhoi4OSI+DA/v8X6vrjC1UdJTd11Bdh9Jb6sLZV8l6e8kvZiqfsEFdXHtxZK+Lekp9f1PqtdxlaRv9vogJJ1R93OtpA903H63pPfX67tM0uPr259YX/+xpPdKurvjsVxbnx79XuC0epyn7bqHW99vVf3/X6kqOv9/gf/UcZ8nSvpa/Q3je5IO7/Ux2fzhIGz9eDKwMWnfDDwnIo4BTgP+V6/3kXQy8ELgDyPiKOCDEfFFYAPw0ohYHRH3Tq1E0v5UxVVOre//kl4eQH1o4wNUHyirgeMkvbBuXgpcVq/vu8Br6tv/AfiHiDiOaYoBRVW3+F3A5+txfj7pf+rbw9HAKcBxHc0fB86uv2G8FfhoL4/J5hfXjrBZI+k84GlUe8fHUZVB/Eh93v0Oqvqru+p2n2dT1Su4ByAeqWXbzfFUh0U29Xj/KccB346IO+rHcAHwdKrDLA8AU8eQrwCeU///R1QfEFDN+HJOj31N578A/zL1OCVdXP99DPBU4AvVUR8A9uyjH5ujHIStH9cBp05diYizJC2n2lsFeDPwG+Aoqm9d902zjm73EfmsBrua6f07l+vmwXikuMoO+nu/PMSjv3nu1fH/dONeBExGxOo++rR5wIcjrB+XAntJel3HbUs6/n8scFtdh3UNVRWzXXW7z/8BXilpCYCkZfXt26jm0tvVD4FnSJrY5f4ll9fLLa+rZ50BfKewzGU88uFzepf77DrOm6hrzUo6Bpiob/8u8KL6+PbeVHPeERF3AZskvaReRpKO6vEx2TziIGyN1XuJL6QKYpsk/QhYC/xlfZePAn8m6TKqwwzbp1nNtPeJiK9R1f3dUJfonPpR6zPAx6Z+mOsYyx3Aa4H1kq6immhxOs+SdMvUBVgFvINqFoWrgI0RcVHhob8JeEv9eA8E7pzmPt8Cjpj6YY6q6P6y+rG8jmpCVqKaH/DzwJX1fb7XsY6XAq+qH891VHPj2QLjUpZmM1Tvnd8bESHpdOCMiHCAtEZ8TNhs5o6l+jFRwCTwynaHY/OZ94TNzFrkY8JmZi1yEDYza5GDsJlZixyEzcxa5CBsZtai/w+Gzsm7yZCmcAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "downsampled = dataset_cta.downsample(factor=8)\n", "downsampled.counts.sum_over_axes().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the same downsampling process is possible along the energy axis:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:01.827960Z", "iopub.status.busy": "2021-11-22T21:09:01.827632Z", "iopub.status.idle": "2021-11-22T21:09:02.195482Z", "shell.execute_reply": "2021-11-22T21:09:02.195803Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "downsampled_energy = dataset_cta.downsample(\n", " factor=5, axis_name=\"energy\", name=\"downsampled-energy\"\n", ")\n", "downsampled_energy.counts.plot_grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the printout one can see that the actual number of counts is preserved during the downsampling:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:02.197772Z", "iopub.status.busy": "2021-11-22T21:09:02.197467Z", "iopub.status.idle": "2021-11-22T21:09:02.237351Z", "shell.execute_reply": "2021-11-22T21:09:02.237555Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : downsampled-energy \n", "\n", " Total counts : 104317 \n", " Total background counts : 91507.69\n", " Total excess counts : 12809.31\n", "\n", " Predicted counts : 91507.69\n", " Predicted background counts : 91507.69\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 : 153600 \n", " Number of fit bins : 22608 \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", " MapDataset\n", "----------\n", "\n", " Name : dataset-cta \n", "\n", " Total counts : 104317 \n", " Total background counts : 91507.70\n", " Total excess counts : 12809.30\n", "\n", " Predicted counts : 91719.65\n", " Predicted background counts : 91507.69\n", " Predicted excess counts : 211.96\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 768000 \n", " Number of fit bins : 67824 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 44317.66\n", "\n", " Number of models : 2 \n", " Number of parameters : 8\n", " Number of free parameters : 5\n", "\n", " Component 0: SkyModel\n", " \n", " Name : gc\n", " Datasets names : None\n", " Spectral model type : PowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.000 +/- 0.00 \n", " amplitude : 1.00e-12 +/- 0.0e+00 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lon_0 : 4.650 +/- 0.00 rad \n", " lat_0 : -0.505 +/- 0.00 rad \n", " \n", " Component 1: FoVBackgroundModel\n", " \n", " Name : dataset-cta-bkg\n", " Datasets names : ['dataset-cta']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 +/- 0.00 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", " \n", " \n" ] } ], "source": [ "print(downsampled_energy, dataset_cta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also resample the finer binned datasets to an arbitrary coarser energy binning using:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:02.241059Z", "iopub.status.busy": "2021-11-22T21:09:02.240673Z", "iopub.status.idle": "2021-11-22T21:09:02.983351Z", "shell.execute_reply": "2021-11-22T21:09:02.983542Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "energy_axis_new = MapAxis.from_energy_edges([0.1, 0.3, 1, 3, 10] * u.TeV)\n", "resampled = dataset_cta.resample_energy_axis(energy_axis=energy_axis_new)\n", "resampled.counts.plot_grid(ncols=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To squash the whole dataset into a single energy bin there is the `.to_image()` convenience method:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:02.986917Z", "iopub.status.busy": "2021-11-22T21:09:02.986608Z", "iopub.status.idle": "2021-11-22T21:09:03.187917Z", "shell.execute_reply": "2021-11-22T21:09:03.188103Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_image = dataset_cta.to_image()\n", "dataset_image.counts.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SpectrumDataset\n", "\n", "`SpectrumDataset` inherits from a `MapDataset`, and is specially adapted for 1D spectral analysis, and uses a `RegionGeom` instead of a `WcsGeom`. \n", "A `MapDatset` can be converted to a `SpectrumDataset`, by summing the `counts` and `background` inside the `on_region`, which can then be used for classical spectral analysis. Containment correction is feasible only for circular regions." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.196437Z", "iopub.status.busy": "2021-11-22T21:09:03.196080Z", "iopub.status.idle": "2021-11-22T21:09:03.244889Z", "shell.execute_reply": "2021-11-22T21:09:03.245093Z" } }, "outputs": [], "source": [ "region = CircleSkyRegion(\n", " SkyCoord(0, 0, unit=\"deg\", frame=\"galactic\"), 0.5 * u.deg\n", ")\n", "spectrum_dataset = dataset_cta.to_spectrum_dataset(\n", " region, containment_correction=True, name=\"spectrum-dataset\"\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.314410Z", "iopub.status.busy": "2021-11-22T21:09:03.295605Z", "iopub.status.idle": "2021-11-22T21:09:03.665458Z", "shell.execute_reply": "2021-11-22T21:09:03.665696Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# For a quick look\n", "spectrum_dataset.peek();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `MapDataset` can also be integrated over the `on_region` to create a `MapDataset` with a `RegionGeom`. Complex regions can be handled and since the full IRFs are used, containment correction is not required. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.673232Z", "iopub.status.busy": "2021-11-22T21:09:03.672939Z", "iopub.status.idle": "2021-11-22T21:09:03.721334Z", "shell.execute_reply": "2021-11-22T21:09:03.721620Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : region-map-dataset \n", "\n", " Total counts : 5644 \n", " Total background counts : 3323.66\n", " Total excess counts : 2320.34\n", "\n", " Predicted counts : 3323.66\n", " Predicted background counts : 3323.66\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 4.66e+08 m2 s\n", " Exposure max : 1.89e+10 m2 s\n", "\n", " Number of total bins : 10 \n", " Number of fit bins : 6 \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": [ "reg_dataset = dataset_cta.to_region_map_dataset(\n", " region, name=\"region-map-dataset\"\n", ")\n", "print(reg_dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FluxPointsDataset\n", "\n", "`FluxPointsDataset` is a `Dataset` container for precomputed flux points, which can be then used in fitting.\n", "`FluxPointsDataset` cannot be read directly, but should be read through `FluxPoints`, with an additional `SkyModel`. Similarly, `FluxPointsDataset.write` only saves the `data` component to disk. " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.723844Z", "iopub.status.busy": "2021-11-22T21:09:03.723566Z", "iopub.status.idle": "2021-11-22T21:09:03.735953Z", "shell.execute_reply": "2021-11-22T21:09:03.736184Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n" ] } ], "source": [ "flux_points = FluxPoints.read(\n", " \"$GAMMAPY_DATA/tests/spectrum/flux_points/diff_flux_points.fits\"\n", ")\n", "model = SkyModel(spectral_model=PowerLawSpectralModel(index=2.3))\n", "fp_dataset = FluxPointsDataset(data=flux_points, models=model)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.756833Z", "iopub.status.busy": "2021-11-22T21:09:03.756508Z", "iopub.status.idle": "2021-11-22T21:09:03.947717Z", "shell.execute_reply": "2021-11-22T21:09:03.947966Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fp_dataset.plot_spectrum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The masks on `FluxPointsDataset` are `np.array` and the data is a `FluxPoints` object. The `mask_safe`, by default, masks the upper limit points" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.950113Z", "iopub.status.busy": "2021-11-22T21:09:03.949747Z", "iopub.status.idle": "2021-11-22T21:09:03.951199Z", "shell.execute_reply": "2021-11-22T21:09:03.951448Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, False,\n", " True, False, False, True, False, False])" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fp_dataset.mask_safe # Note: the mask here is simply a numpy array" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.953374Z", "iopub.status.busy": "2021-11-22T21:09:03.953042Z", "iopub.status.idle": "2021-11-22T21:09:03.954447Z", "shell.execute_reply": "2021-11-22T21:09:03.954626Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fp_dataset.data # is a `FluxPoints` object" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.956496Z", "iopub.status.busy": "2021-11-22T21:09:03.956165Z", "iopub.status.idle": "2021-11-22T21:09:03.957367Z", "shell.execute_reply": "2021-11-22T21:09:03.957538Z" } }, "outputs": [ { "data": { "text/plain": [ "(24,)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fp_dataset.data_shape() # number of data points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For an example of fitting `FluxPoints`, see [flux point fitting](../analysis/1D/sed_fitting.ipynb), and can be used for catalog objects, eg see [catalog notebook](catalog.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Datasets` are a collection of `Dataset` objects. They can be of the same type, or of different types, eg: mix of `FluxPointDataset`, `MapDataset` and `SpectrumDataset`. \n", "\n", "For modelling and fitting of a list of `Dataset` objects, you can either\n", "- Do a joint fitting of all the datasets together\n", "- Stack the datasets together, and then fit them.\n", "\n", "`Datasets` is a convenient tool to handle joint fitting of simultaneous datasets. As an example, please see the [joint fitting tutorial](../analysis/3D/analysis_mwl.ipynb)\n", "\n", "To see how stacking is performed, please see [Implementation of stacking](../../datasets/index.html#stacking-multiple-datasets)\n", "\n", "To create a `Datasets` object, pass a list of `Dataset` on init, eg" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.959401Z", "iopub.status.busy": "2021-11-22T21:09:03.959082Z", "iopub.status.idle": "2021-11-22T21:09:03.960181Z", "shell.execute_reply": "2021-11-22T21:09:03.960332Z" } }, "outputs": [], "source": [ "datasets = Datasets([dataset_empty, dataset_cta])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.961859Z", "iopub.status.busy": "2021-11-22T21:09:03.961580Z", "iopub.status.idle": "2021-11-22T21:09:03.962828Z", "shell.execute_reply": "2021-11-22T21:09:03.963005Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "\n", "Dataset 0: \n", "\n", " Type : MapDataset\n", " Name : dataset-empty\n", " Instrument : \n", " Models : \n", "\n", "Dataset 1: \n", "\n", " Type : MapDataset\n", " Name : dataset-cta\n", " Instrument : \n", " Models : ['gc', 'dataset-cta-bkg']\n", "\n", "\n" ] } ], "source": [ "print(datasets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If all the datasets have the same type we can also print an info table, collectiong all the information from the individual casll to `Dataset.info_dict()`:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:03.965636Z", "iopub.status.busy": "2021-11-22T21:09:03.965352Z", "iopub.status.idle": "2021-11-22T21:09:04.058140Z", "shell.execute_reply": "2021-11-22T21:09:04.058381Z" } }, "outputs": [ { "data": { "text/html": [ "
Table length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namecountsbackgroundexcesssqrt_tsnprednpred_backgroundnpred_signalexposure_minexposure_maxlivetimeontimecounts_ratebackground_rateexcess_raten_binsn_fit_binsstat_typestat_sum
m2 sm2 sss1 / s1 / s1 / s
str11int64float64float32float64float64float64float64float64float64float64float64float64float64float64int64int64str4float64
stacked00.00.00.00.00.0nan0.00.0nan999.9999999999997nannannan1100000cashnan
dataset-cta10431791507.695312512809.30541.4100934739368491719.6481201120591507.68628538586211.961834726190762842028.019024205824.05292.00010297800055400.019.71220672148079317.2917032373081982.420503484172598576800067824cash44317.66101057796
" ], "text/plain": [ "\n", " name counts background excess sqrt_ts npred ... excess_rate n_bins n_fit_bins stat_type stat_sum \n", " ... 1 / s \n", " str11 int64 float64 float32 float64 float64 ... float64 int64 int64 str4 float64 \n", "----------- ------ ------------- --------- ----------------- ----------------- ... ------------------ ------ ---------- --------- -----------------\n", " stacked 0 0.0 0.0 0.0 0.0 ... nan 110000 0 cash nan\n", "dataset-cta 104317 91507.6953125 12809.305 41.41009347393684 91719.64812011205 ... 2.4205034841725985 768000 67824 cash 44317.66101057796" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets.info_table() # quick info of all datasets" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.060267Z", "iopub.status.busy": "2021-11-22T21:09:04.059946Z", "iopub.status.idle": "2021-11-22T21:09:04.061459Z", "shell.execute_reply": "2021-11-22T21:09:04.061676Z" } }, "outputs": [ { "data": { "text/plain": [ "['dataset-empty', 'dataset-cta']" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets.names # unique name of each dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access individual datasets in `Datasets` object by name: " ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.063437Z", "iopub.status.busy": "2021-11-22T21:09:04.063149Z", "iopub.status.idle": "2021-11-22T21:09:04.064486Z", "shell.execute_reply": "2021-11-22T21:09:04.064700Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets[\"dataset-empty\"] # extracts the first dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or by index:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.066411Z", "iopub.status.busy": "2021-11-22T21:09:04.066116Z", "iopub.status.idle": "2021-11-22T21:09:04.067507Z", "shell.execute_reply": "2021-11-22T21:09:04.067688Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other list type operations work as well such as:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.069554Z", "iopub.status.busy": "2021-11-22T21:09:04.069245Z", "iopub.status.idle": "2021-11-22T21:09:04.070683Z", "shell.execute_reply": "2021-11-22T21:09:04.070866Z" } }, "outputs": [ { "data": { "text/plain": [ "['dataset-cta']" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use python list convention to remove/add datasets, eg:\n", "datasets.remove(\"dataset-empty\")\n", "datasets.names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.072723Z", "iopub.status.busy": "2021-11-22T21:09:04.072393Z", "iopub.status.idle": "2021-11-22T21:09:04.073998Z", "shell.execute_reply": "2021-11-22T21:09:04.074152Z" } }, "outputs": [ { "data": { "text/plain": [ "['dataset-cta', 'spectrum-dataset']" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets.append(spectrum_dataset)\n", "datasets.names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a list of spectrum datasets to illustrate some more functionality:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.076134Z", "iopub.status.busy": "2021-11-22T21:09:04.075849Z", "iopub.status.idle": "2021-11-22T21:09:04.200045Z", "shell.execute_reply": "2021-11-22T21:09:04.200220Z" } }, "outputs": [], "source": [ "datasets = Datasets()\n", "\n", "path = make_path(\"$GAMMAPY_DATA/joint-crab/spectra/hess\")\n", "\n", "for filename in path.glob(\"pha_*.fits\"):\n", " dataset = SpectrumDatasetOnOff.read(filename)\n", " datasets.append(dataset)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.202294Z", "iopub.status.busy": "2021-11-22T21:09:04.201972Z", "iopub.status.idle": "2021-11-22T21:09:04.203314Z", "shell.execute_reply": "2021-11-22T21:09:04.203512Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "\n", "Dataset 0: \n", "\n", " Type : SpectrumDatasetOnOff\n", " Name : 23559\n", " Instrument : \n", " Models : \n", "\n", "Dataset 1: \n", "\n", " Type : SpectrumDatasetOnOff\n", " Name : 23523\n", " Instrument : \n", " Models : \n", "\n", "Dataset 2: \n", "\n", " Type : SpectrumDatasetOnOff\n", " Name : 23592\n", " Instrument : \n", " Models : \n", "\n", "Dataset 3: \n", "\n", " Type : SpectrumDatasetOnOff\n", " Name : 23526\n", " Instrument : \n", " Models : \n", "\n", "\n" ] } ], "source": [ "print(datasets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can stack all datasets using `.stack_reduce()`:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.212131Z", "iopub.status.busy": "2021-11-22T21:09:04.209484Z", "iopub.status.idle": "2021-11-22T21:09:04.221168Z", "shell.execute_reply": "2021-11-22T21:09:04.221346Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectrumDatasetOnOff\n", "--------------------\n", "\n", " Name : stacked \n", "\n", " Total counts : 459 \n", " Total background counts : 27.50\n", " Total excess counts : 431.50\n", "\n", " Predicted counts : 45.27\n", " Predicted background counts : 45.27\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 2.13e+06 m2 s\n", " Exposure max : 2.63e+09 m2 s\n", "\n", " Number of total bins : 80 \n", " Number of fit bins : 43 \n", "\n", " Fit statistic type : wstat\n", " Fit statistic value (-2 log(L)) : 1530.36\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", " Total counts_off : 645 \n", " Acceptance : 80 \n", " Acceptance off : 2016 \n", "\n" ] } ], "source": [ "stacked = datasets.stack_reduce(name=\"stacked\")\n", "print(stacked)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or slice all datasets by a given energy range:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:09:04.224692Z", "iopub.status.busy": "2021-11-22T21:09:04.224406Z", "iopub.status.idle": "2021-11-22T21:09:04.235724Z", "shell.execute_reply": "2021-11-22T21:09:04.235959Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(, )\n" ] } ], "source": [ "datasets_sliced = datasets.slice_by_energy(\n", " energy_min=\"1 TeV\", energy_max=\"10 TeV\"\n", ")\n", "print(datasets_sliced.energy_ranges)" ] } ], "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": "3.9.0" }, "nbsphinx": { "orphan": true }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "1917f4daf35c4796b919ddb168b23c5e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "38bcf763c68040b2ab8d5cf3e16bf078": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "RadioButtonsModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "RadioButtonsModel", "_options_labels": [ "linear", "sqrt", "log" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "RadioButtonsView", "description": "Select stretch:", "description_tooltip": null, "disabled": false, "index": 1, "layout": "IPY_MODEL_788b080909664efa9d65ebbf5672b941", "style": "IPY_MODEL_1917f4daf35c4796b919ddb168b23c5e" } }, "4e1cddcd65424e32b10840208ea6f5aa": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_cfa1c67fc4a54d4696bc6fed679055c9", "msg_id": "", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "788b080909664efa9d65ebbf5672b941": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "84c824807a124d259feb2d9739602f67": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SelectionSliderModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "SelectionSliderModel", "_options_labels": [ "1.00e-01 TeV - 1.58e-01 TeV", "1.58e-01 TeV - 2.51e-01 TeV", "2.51e-01 TeV - 3.98e-01 TeV", "3.98e-01 TeV - 6.31e-01 TeV", "6.31e-01 TeV - 1.00e+00 TeV", "1.00e+00 TeV - 1.58e+00 TeV", "1.58e+00 TeV - 2.51e+00 TeV", "2.51e+00 TeV - 3.98e+00 TeV", "3.98e+00 TeV - 6.31e+00 TeV", "6.31e+00 TeV - 1.00e+01 TeV" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "SelectionSliderView", "continuous_update": false, "description": "Select energy:", "description_tooltip": null, "disabled": false, "index": 0, "layout": "IPY_MODEL_f0e40ad7eb674574accde1e328e8129b", "orientation": "horizontal", "readout": true, "style": "IPY_MODEL_e325838252f141e2b54ef3a0fdceb0f9" } }, "86b748d309624744aa1dbf7f1bcf9cf3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cfa1c67fc4a54d4696bc6fed679055c9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "e325838252f141e2b54ef3a0fdceb0f9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "f0e40ad7eb674574accde1e328e8129b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": "50%" } }, "f2ef87a1736e4d2186b67e4c75154285": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "VBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "VBoxView", "box_style": "", "children": [ "IPY_MODEL_84c824807a124d259feb2d9739602f67", "IPY_MODEL_38bcf763c68040b2ab8d5cf3e16bf078", "IPY_MODEL_4e1cddcd65424e32b10840208ea6f5aa" ], "layout": "IPY_MODEL_86b748d309624744aa1dbf7f1bcf9cf3" } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }