{ "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", "[cwt.ipynb](../_static/notebooks/cwt.ipynb) |\n", "[cwt.py](../_static/notebooks/cwt.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CWT Algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook tutorial shows how to work with `CWT` algorithm for detecting gamma-ray sources.\n", "\n", "You can find the [docs here](http://docs.gammapy.org/dev/api/gammapy.detect.CWT.html#gammapy.detect.CWT)\n", "and [source code on GitHub here](https://github.com/gammapy/gammapy/blob/master/gammapy/detect/cwt.py) for better understanding how the algorithm is constructed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "On this section we just import some packages that can be used (or maybe not) in this tutorial. You can also see the versions of the packages in the outputs below and notice that this notebook was written on Python 2.7. Don't worry about that because the code is also Python 3 compatible. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Render our plots inline\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = (15, 5)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.5.3 (default, Jan 21 2017, 15:44:58) \n", "[GCC 4.2.1 Compatible Apple LLVM 8.0.0 (clang-800.0.42.1)]\n", "Numpy version: 1.12.1\n", "Scipy version: 0.19.0\n" ] } ], "source": [ "import sys\n", "import numpy as np\n", "import scipy as sp\n", "print('Python version: ' + sys.version)\n", "print('Numpy version: ' + np.__version__)\n", "print('Scipy version: ' + sp.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CWT Algorithm. PlayGround" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First of all we import the data which should be analysied." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os\n", "from astropy.io import fits\n", "from astropy.coordinates import Angle, SkyCoord\n", "from gammapy.image import SkyImage\n", "\n", "filename = '$GAMMAPY_EXTRA/datasets/fermi_survey/all.fits.gz'\n", "\n", "image = SkyImage.read(filename=filename, hdu='COUNTS')\n", "background = SkyImage.read(filename=filename, hdu='BACKGROUND')\n", "\n", "size = Angle([10, 20], 'deg')\n", "image = image.cutout(position=image.center, size=size)\n", "background = background.cutout(position=background.center, size=size)\n", "\n", "data = dict(image=image, background=background)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " None)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5mjlLq1lfzsTKowCkJldW+GbPanZNYbLq1KqB1caeoAs9QSW8ypA3zLGnvnjd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\nsfz4XAAfFEL41y2NEZH3B/AaAJ+b2Ed78w+RsGo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 3))\n", "\n", "ax = fig.add_subplot(121, projection=data['image'].wcs)\n", "data['image'].plot(vmax=10, ax=ax, fig=fig)\n", "\n", "ax = fig.add_subplot(122, projection=data['background'].wcs)\n", "data['background'].plot(vmax=10, ax=ax, fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore how CWT works. At first define parameters of the algorithm. An imperative parameter is kernels (`detect.CWTKernels` object). So we should create it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Input parameters for CWTKernels\n", "N_SCALE = 2 # Number of scales considered.\n", "MIN_SCALE = 6. # First scale used.\n", "STEP_SCALE = 1.3 # Base scaling factor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name Source \n", "---------------------------------------------- -----------------\n", " Number of scales 2\n", " Minimal scale 6.0\n", " Step scale 1.3\n", " Scales [ 6. 7.8]\n", " Kernels approx width 83\n", " Kernels approx sum 0.999915334516\n", " Kernels approx max 0.00154790470972\n", " Kernels base width for 6.0 scale 63\n", " Kernels base sum for 6.0 scale 3.01663209714e-05\n", " Kernels base max for 6.0 scale 8.59947060958e-05\n", "Kernels base width for 7.800000000000001 scale 83\n", " Kernels base sum for 7.800000000000001 scale 1.4561412133e-05\n", " Kernels base max for 7.800000000000001 scale 3.01091369685e-05\n" ] } ], "source": [ "from gammapy.detect import CWTKernels\n", "\n", "cwt_kernels = CWTKernels(\n", " n_scale=N_SCALE,\n", " min_scale=MIN_SCALE,\n", " step_scale=STEP_SCALE,\n", ")\n", "print(cwt_kernels.info_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other parameters are optional, in this demonstration define them all." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "MAX_ITER = 10 # The maximum number of iterations of the CWT algorithm.\n", "TOL = 1e-5 # Tolerance for stopping criterion.\n", "SIGNIFICANCE_THRESHOLD = 2. # Measure of statistical significance.\n", "SIGNIFICANCE_ISLAND_THRESHOLD = None # Measure is used for cleaning of isolated pixel islands.\n", "REMOVE_ISOLATED = True # If True, isolated pixels will be removed.\n", "KEEP_HISTORY = True # If you want to save images of all the iterations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start to analyse input data. Import Logging module to see how the algorithm works during data analysis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from gammapy.detect import CWT\n", "import logging\n", "\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.INFO)\n", "cwt = CWT(\n", " kernels=cwt_kernels, \n", " tol=TOL, \n", " significance_threshold=SIGNIFICANCE_THRESHOLD, \n", " significance_island_threshold=SIGNIFICANCE_ISLAND_THRESHOLD, \n", " remove_isolated=REMOVE_ISOLATED, \n", " keep_history=KEEP_HISTORY,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to the algorithm was able to analyze source images, you need to convert them to a special format, i.e. create an CWTData object. Do this." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from gammapy.detect import CWTKernels, CWTData\n", "\n", "cwt_data = CWTData(\n", " counts=data['image'],\n", " background=data['background'],\n", " n_scale=N_SCALE,\n", ") " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Start the algorithm \n", "cwt.analyze(cwt_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results of analysis\n", "\n", "Look at the results of CWT algorithm. Print all the images." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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ipM9KendLaeuDkHS27a/aPiqd9n5JH5L0CkmntJay7ttF0tUj769Jp71X0umS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MAAAg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KZGMAoyg5ll5aOcpu+Ij68yhnl+Hud5J9wvvuWOWL6tn92uUidhwXlRMC/aU9T6KO7MZWtnEn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\nUP376BRsywq2U7C9f70o/jjyeXf6wvJl1flnUTRdrerLfdH23ot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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PLOT_VALUE_MAX = 5\n", "FIG_SIZE = (15, 35)\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images = cwt_data.images()\n", "for index, (name, image) in enumerate(images.items()): \n", " ax = fig.add_subplot(len(images), 2, index + 1, projection=image.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see in the implementation of CWT above, it has the parameter `keep_history`. If you set to it `True`-value, it means that CWT would save all the images from iterations. Algorithm keeps images of only last CWT start. Let's do this in the demonstration." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of iterations: 10\n" ] } ], "source": [ "history = cwt.history\n", "print('Number of iterations: {0}'.format(len(history) - 1)) # -1 because CWT save start images too" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look, what's happening with images after the first iteration." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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S3rbvJ+nztn9H0lsl/UTSppJOkPQWSe+UtChpj4i4w/bBkr4g6WHpdlZpw9ls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CzEcujd2+Nd5/JyaTT/f3+GXG7cKdd1yEXNcnZZC83tIz0FYnLFXeuXKe9Xswpp76H/O1a+dr38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\nnTZoGlWvjtJRViemTQ2gZ1WfPlkTKInsg44oqyPbpOW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_ITER = 1\n", "assert 0 < N_ITER < len(history)\n", "data_iter = history[N_ITER]\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images_iter = data_iter.images()\n", "for index, (name, image) in enumerate(images_iter.items()): \n", " ax = fig.add_subplot(len(images_iter), 2, index + 1, projection=image.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the information about the one particular image in that way: " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ---------------\n", " Name approx_bkg\n", " Shape 2D image\n", " Variance 0.0800090238573\n", " Mean 0.423057647467\n", " Max value 1.21632073897\n", " Min value 0.0322794972041\n", "Sum values 8461.15294934\n" ] } ], "source": [ "print(data_iter.image_info(name='approx_bkg'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also get the information about cubes. Or information about all the data. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scale power Metrics Source \n", "----------- ---------- ----------\n", " 1 Name support\n", " -- Shape 2D image\n", " -- Variance 0.10030839\n", " -- Mean 0.1131\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2262\n", " 2 Name support\n", " -- Shape 2D image\n", " -- Variance 0.122551\n", " -- Mean 0.143\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2860\n" ] } ], "source": [ "print(data_iter.cube_info(name='support', per_scale=True))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.1116531975\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(data_iter.cube_info(name='support', per_scale=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also you can see the difference betwen the iterations in that way:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "history = cwt.history # get list of 'CWTData' objects\n", "difference = history[1] - history[0] # get new `CWTData` obj, let's work with them" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.1116531975\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(difference.cube_info('support'))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "<Table length=13>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxNameShapeVarianceMeanMax valueMin valueSum values
0support_2d2D image0.139443750.16751.00.03350.0
1maximal2D image1.27064959705e-060.0003439646639350.01116846528580.06.8792932787
2approx2D image0.00402266659823-0.008046110167780.271338582375-0.251765384164-160.922203356
3model2D image2.46869845878e-060.0004556764061890.01543279933770.09.11352812377
4approx_bkg2D image0.08000902385730.4230576474671.216320738970.03227949720418461.15294934
5background2D image0.1652202535110.4532995612733.914857930840.09382170137329065.99122547
6transform_2d2D image2.46869845878e-060.0004556764061890.01543279933770.09.11352812377
7counts2D image0.66721419750.4444524.00.08889.0
8residual2D image0.6663000923180.45204043376223.9435547617-0.2835848147469040.80867523
9model_plus_approx2D image0.00411546702714-0.007590433761590.285133242591-0.251765384164-151.808675232
10error3D cube4.42639782374e-080.000377883070470.00119109721276.82653288761e-0515.1153228188
11support3D cube0.11165319750.128051.00.05122.0
12transform_3d3D cube1.51986805876e-065.31896150515e-060.0111684652858-0.008590491273850.212758460206
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "difference.info_table.show_in_notebook()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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S3rbvJ+nztn9H0lsl/UTSppJOkPQWSe+UtChpj4i4w/bBkr4g6WHpdlZpw9ls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CzEcujd2+Nd5/JyaTT/f3+GXG7cKdd1yEXNcnZZC83tIz0FYnLFXeuXKe9Xswpp76H/O1a+dr38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\nnTZoGlWvjtJRViemTQ2gZ1WfPlkTKInsg44oqyPbpOW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=FIG_SIZE)\n", "images_diff = difference.images()\n", "for index, (name, image) in enumerate(images_diff.items()): \n", " ax = fig.add_subplot(len(images_diff), 2, index + 1, projection=image.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can save the results if you want" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# cwt_data.write('test-cwt.fits', True)" ] } ], "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": "3.5.3" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }