{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", "**This is a fixed-text formatted version of a Jupyter notebook.**\n", "\n", " You can contribute with your own notebooks in this\n", " [GitHub repository](https://github.com/gammapy/gammapy-extra/tree/master/notebooks).\n", "\n", "**Source files:**\n", "[data_iact.ipynb](../_static/notebooks/data_iact.ipynb) |\n", "[data_iact.py](../_static/notebooks/data_iact.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# IACT DL3 data with Gammapy\n", "\n", "## Introduction\n", "\n", "This tutorial will show you how to work with IACT (Imaging Atmospheric Cherenkov Telescope) DL3 (\"data level 3\").\n", "\n", "We will work with event data and instrument response functions (IRFs), mainly using [gammapy.data](http://docs.gammapy.org/dev/data/index.html) and [gammapy.irf](http://docs.gammapy.org/dev/irf/index.html).\n", "\n", "This notebook uses a preliminary small test dataset from the CTA first data challenge (1DC).\n", "\n", "The main class to load data is\n", "\n", "* [gammapy.data.DataStore](http://docs.gammapy.org/dev/api/gammapy.data.DataStore.html)\n", "\n", "The `DataStore` has two index tables:\n", "\n", "* `DataStore.obs_table` ([gammapy.data.ObservationTable](http://docs.gammapy.org/dev/api/gammapy.data.ObservationTable.html)) to list and select available observations.\n", "* `DataStore.hdu_table` ([gammapy.data.HDUIndexTable](http://docs.gammapy.org/dev/api/gammapy.data.HDUIndexTable.html)) to locate data for a given observation.\n", "\n", "Data loading is done via the `DataStore.obs` method which returns a\n", "\n", "* [gammapy.data.DataStoreObservation](http://docs.gammapy.org/dev/api/gammapy.data.DataStoreObservation.html)\n", "\n", "object, which on property access loads the data and IRFs and returns them as Gammapy objects.\n", "\n", "We support the common IACT DL3 data formats: http://gamma-astro-data-formats.readthedocs.io/ .\n", "\n", "In this tutorial we will use objects of these types:\n", "\n", "* [gammapy.data.EventList](http://docs.gammapy.org/dev/api/gammapy.data.EventList.html)\n", "\n", "\n", "* Load [gammapy.irf.EffectiveAreaTable2D](http://docs.gammapy.org/dev/api/gammapy.irf.EffectiveAreaTable2D.html), which has AEFF info for the whole field of view (FOV).\n", "* For the given source offset in the FOV, slice out [gammapy.irf.EffectiveAreaTable](http://docs.gammapy.org/dev/api/gammapy.irf.EffectiveAreaTable.html)\n", "\n", "\n", "* Load [gammapy.irf.EnergyDispersion2D](http://docs.gammapy.org/dev/api/gammapy.irf.EnergyDispersion2D.html), which has EDISP info for the whole FOV.\n", "* For a given source offset in the FOV, slice out [gammapy.irf.EnergyDispersion](http://docs.gammapy.org/dev/api/gammapy.irf.EnergyDispersion.html)\n", "\n", "\n", "* Load [gammapy.irf.EnergyDependentMultiGaussPSF](http://docs.gammapy.org/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html), which has PSF info for the whole FOV using an analytical PSF model.\n", "* For a given source offset in the FOV, slice out [gammapy.irf.EnergyDependentTablePSF](http://docs.gammapy.org/dev/api/gammapy.irf.EnergyDependentTablePSF.html).\n", "* For a given energy or energy band, compute [gammapy.irf.TablePSF](http://docs.gammapy.org/dev/api/gammapy.irf.TablePSF.html).\n", "\n", "\n", "\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy : 1.12.0\n", "matplotlib : 2.0.0\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib\n", "print('numpy : {}'.format(np.__version__))\n", "print('matplotlib : {}'.format(matplotlib.__version__))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# We only need to import the `DataStore`,\n", "# all other data objects can be loaded via the data store.\n", "from gammapy.data import DataStore\n", "import astropy.units as u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data store\n", "\n", "First, we need to select some observations for our spectral analysis. To this end we use the [data management](http://docs.gammapy.org/dev/data/dm.html) functionality in gammapy. The following example uses a simulated crab dataset in [gammapy-extra](https://github.com/gammapy/gammapy-extra). Ideally, we'd use crabs runs from the H.E.S.S. public data release, so if you have the released files just change the ``DATA_DIR`` variable to the corresponding folder." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# data_store = DataStore.from_dir('$GAMMAPY_EXTRA/datasets/hess-crab4-hd-hap-prod2/')\n", "data_store = DataStore.from_dir('$GAMMAPY_EXTRA/test_datasets/cta_1dc')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Data store summary info:\n", "name: noname\n", "\n", "HDU index table:\n", "BASE_DIR: /Users/deil/code/gammapy-extra/test_datasets/cta_1dc\n", "Rows: 10038\n", "OBS_ID: 1 -- 1673\n", "HDU_TYPE: ['aeff', 'bkg', 'edisp', 'events', 'gti', 'psf']\n", "HDU_CLASS: ['aeff_2d', 'bkg_3d', 'edisp_2d', 'events', 'gti', 'psf_3gauss']\n", "\n", "Observation table:\n", "Number of observations: 1673\n" ] } ], "source": [ "data_store.info()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['OBS_ID', 'HDU_TYPE', 'HDU_CLASS', 'FILE_DIR', 'FILE_NAME', 'HDU_NAME']\n" ] }, { "data": { "text/html": [ "<HDUIndexTable length=7>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDHDU_TYPEHDU_CLASSFILE_DIRFILE_NAMEHDU_NAME
int64str6str10str39str26str21
1eventseventsdata/baseline/gcgc_baseline_000001.fits.gzEVENTS
1gtigtidata/baseline/gcgc_baseline_000001.fits.gzEVENTS
1aeffaeff_2dcaldb/data/cta/prod3b/bcf/South_z20_50hirf_file.fitsEFFECTIVE AREA
1edispedisp_2dcaldb/data/cta/prod3b/bcf/South_z20_50hirf_file.fitsENERGY DISPERSION
1psfpsf_3gausscaldb/data/cta/prod3b/bcf/South_z20_50hirf_file.fitsPOINT SPREAD FUNCTION
1bkgbkg_3dcaldb/data/cta/prod3b/bcf/South_z20_50hirf_file.fitsBACKGROUND
2eventseventsdata/baseline/gcgc_baseline_000002.fits.gzEVENTS
" ], "text/plain": [ "\n", "OBS_ID HDU_TYPE HDU_CLASS ... FILE_NAME HDU_NAME \n", "int64 str6 str10 ... str26 str21 \n", "------ -------- ---------- ... -------------------------- ---------------------\n", " 1 events events ... gc_baseline_000001.fits.gz EVENTS\n", " 1 gti gti ... gc_baseline_000001.fits.gz EVENTS\n", " 1 aeff aeff_2d ... irf_file.fits EFFECTIVE AREA\n", " 1 edisp edisp_2d ... irf_file.fits ENERGY DISPERSION\n", " 1 psf psf_3gauss ... irf_file.fits POINT SPREAD FUNCTION\n", " 1 bkg bkg_3d ... irf_file.fits BACKGROUND\n", " 2 events events ... gc_baseline_000002.fits.gz EVENTS" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(data_store.hdu_table.colnames)\n", "data_store.hdu_table[:7]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observation selection\n", "\n", "Select observations using the observation table" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['OBS_ID', 'RA_PNT', 'DEC_PNT', 'GLON_PNT', 'GLAT_PNT', 'ZEN_PNT', 'ALT_PNT', 'AZ_PNT', 'ONTIME', 'LIVETIME', 'DEADC', 'TSTART', 'TSTOP', 'DATE_OBS', 'TIME_OBS', 'DATE_END', 'TIME_END', 'EVENTS_FILENAME', 'EVENT_COUNT', 'EVENT_TIME_MIN', 'EVENT_TIME_MAX', 'EVENT_ENERGY_MIN', 'EVENT_ENERGY_MAX']\n", "Found 385 runs\n" ] }, { "data": { "text/html": [ "<ObservationTable length=4>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDGLON_PNTGLAT_PNTLIVETIME
int64float64float64float64
309359.500018539-0.1666642713391710.0
409359.85004914-0.08336122546251710.0
5090.10002443619-1.92849400882e-051710.0
6090.4500572196960.08331328210521710.0
" ], "text/plain": [ "\n", "OBS_ID GLON_PNT GLAT_PNT LIVETIME\n", "int64 float64 float64 float64 \n", "------ -------------- ------------------ --------\n", " 309 359.500018539 -0.166664271339 1710.0\n", " 409 359.85004914 -0.0833612254625 1710.0\n", " 509 0.10002443619 -1.92849400882e-05 1710.0\n", " 609 0.450057219696 0.0833132821052 1710.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table = data_store.obs_table\n", "print(table.colnames)\n", "\n", "subtable = table[\n", " (np.abs(table['GLAT_PNT']) < 0.2) &\n", " (table['LIVETIME'] > 1500)\n", "]\n", "print(\"Found {} runs\".format(len(subtable)))\n", "subtable[::100][['OBS_ID', 'GLON_PNT', 'GLAT_PNT', 'LIVETIME']]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Info for OBS_ID = 659\n", "- Start time: 665735040.00\n", "- Pointing pos: RA 266.30 deg / Dec -28.76 deg\n", "- Observation duration: 1800.0 s\n", "- Dead-time fraction: 5.000 %\n", "\n" ] } ], "source": [ "# In the following examples we'll just use this one observation\n", "obs = data_store.obs(obs_id=659)\n", "print(obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Events\n", "\n", "Explore the `EventList`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=5>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
EVENT_IDTIMEENERGYRADEC
sTeVdegdeg
uint32float64float32float32float32
1665735041.70.0384564-92.6261-28.4639
2665735042.720.0407098-92.307-27.1749
3665735042.8780.0429804-93.4977-28.7857
4665735045.8490.0411471-92.9102-27.9038
5665735057.4230.0347661-94.1769-29.147
" ], "text/plain": [ "\n", "EVENT_ID TIME ENERGY RA DEC \n", " s TeV deg deg \n", " uint32 float64 float32 float32 float32 \n", "-------- ------------- --------- -------- --------\n", " 1 665735041.7 0.0384564 -92.6261 -28.4639\n", " 2 665735042.72 0.0407098 -92.307 -27.1749\n", " 3 665735042.878 0.0429804 -93.4977 -28.7857\n", " 4 665735045.849 0.0411471 -92.9102 -27.9038\n", " 5 665735057.423 0.0347661 -94.1769 -29.147" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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P1796avbv1dLgBMkn7j6jlzxl+5rr89USNZyRe+1erNqQCemkQXB4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "events = obs.events\n", "events.peek()\n", "events.table[:5][['EVENT_ID', 'TIME', 'ENERGY', 'RA', 'DEC']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effective area\n", "\n", "Explore `EffectiveAreaTable2d` and `EffectiveAreaTable`" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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LC2hogxu34N4VuHaczKRkbp4w48E1YwxMs2n27H3MW+xC/LwH9jTUjNBo1AFs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\n0QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aeff = obs.aeff\n", "aeff.peek()\n", "print(aeff)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Slice out effective area at a given offset\n", "effarea = aeff.to_effective_area_table(offset=0.5 * u.deg)\n", "effarea.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Energy dispersion\n", "\n", "Explore `EnergyDispersion2d` and `EnergyDispersion`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/local/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/matplotlib/colors.py:1152: UserWarning: Power-law scaling on negative values is ill-defined, clamping to 0.\n", " warnings.warn(\"Power-law scaling on negative values is \"\n", "/Users/deil/Library/Python/3.5/lib/python/site-packages/astropy/units/quantity.py:951: RuntimeWarning: invalid value encountered in true_divide\n", " return super(Quantity, self).__truediv__(other)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "EnergyDispersion2D\n", "NDDataArray summary info\n", "e_true : size = 60, min = 0.011 TeV, max = 8912.510 TeV\n", "migra : size = 300, min = 0.005, max = 2.995\n", "offset : size = 6, min = 0.500 deg, max = 5.500 deg\n", "Data : size = 108000, min = 0.000, max = 913.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/local/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/matplotlib/colors.py:1113: RuntimeWarning: invalid value encountered in power\n", " np.power(resdat, gamma, resdat)\n" ] }, { "data": { "image/png": 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g4DjuD3DItQaDivLjUcevWrWKFStWhKeTHDt2jG3btnHuuecyduxYnn/+eXJz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Oc/9LBg7OknPzYYy5Kufo7j9BYuYBCsnUlohj7Zjq1wp1nnB5bRYfS7YOv7vFwk3K4Vo0xLm1dr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\naW/hDW+jqaCAN7c5z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edisp = obs.edisp\n", "edisp.peek()\n", "print(edisp)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/deil/Library/Python/3.5/lib/python/site-packages/astropy/units/quantity.py:951: RuntimeWarning: invalid value encountered in true_divide\n", " return super(Quantity, self).__truediv__(other)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate energy dispersion matrix at a given offset\n", "response_matrix = edisp.to_energy_dispersion(offset=0.5 * u.deg)\n", "response_matrix.plot_bias()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PSF\n", "\n", "TODO: examples for point spread function (PSF)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No safe energy thresholds found. Setting to default\n", "/Users/deil/Library/Python/3.5/lib/python/site-packages/gammapy/image/models/gauss.py:254: RuntimeWarning: invalid value encountered in true_divide\n", " self.norms /= self.integral\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/local/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/matplotlib/colors.py:494: RuntimeWarning: invalid value encountered in less\n", " cbook._putmask(xa, xa < 0.0, -1)\n" ] }, { "data": { "image/png": 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pdjuOePqpZI9GEuiDDz6ga9ca7E5ziNixYwcNGjTAzCgsLGTGjBnlSYgg+n3x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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "psf = obs.psf\n", "psf.peek()\n", "print(psf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background model\n", "\n", "TODO: example how to load and plot `gammapy.background.FOVBackgroundModel`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# TODO: doesn't work yet\n", "# bkg = obs.bkg\n", "# bkg.peek()\n", "# print(bkg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "- TODO" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Start the exercises here!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "In this tutorial we have learned how to access and check IACT DL3 data.\n", "\n", "Usually for a science analysis, if others have checked the data and IRF quality for you and you trust it's good, you don't need to do that.\n", "Instead, you'll just run an analysis and look at higher-level results, like images or spectra.\n", "\n", "Next you could do:\n", "\n", "* image analysis\n", "* spectral analysis\n", "* cube analysis\n", "* time analysis\n", "* source detection" ] } ], "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": "3.6.3" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }