{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.11?urlpath=lab/tree/cwt.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[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](..\/api/gammapy.detect.CWT.rst#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", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from astropy.io import fits\n", "from astropy.coordinates import Angle, SkyCoord\n", "from gammapy.maps import Map\n", "from gammapy.detect import CWTKernels, CWT, CWTData" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CWT Algorithm" ] }, { "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": [ "counts = Map.read(\"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-counts.fits.gz\")\n", "\n", "background = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-background.fits.gz\"\n", ")\n", "\n", "maps = {\"counts\": counts, \"background\": background}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 3))\n", "\n", "ax = fig.add_subplot(121, projection=maps[\"counts\"].geom.wcs)\n", "maps[\"counts\"].plot(vmax=8, ax=ax)\n", "\n", "ax = fig.add_subplot(122, projection=maps[\"background\"].geom.wcs)\n", "maps[\"background\"].plot(vmax=8, ax=ax);" ] }, { "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": {}, "outputs": [], "source": [ "# Input parameters for CWTKernels\n", "N_SCALE = 2 # Number of scales considered.\n", "MIN_SCALE = 6.0 # First scale used.\n", "STEP_SCALE = 1.3 # Base scaling factor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=13\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
NameSource
str46str32
Number of scales2
Minimal scale6.0
Step scale1.3
Scales[6. 7.8]
Kernels approx width83
Kernels approx sum0.9999153345163221
Kernels approx max0.0015479047097235869
Kernels base width for 6.0 scale63
Kernels base sum for 6.0 scale3.0166320971388447e-05
Kernels base max for 6.0 scale8.599470609575481e-05
Kernels base width for 7.800000000000001 scale83
Kernels base sum for 7.800000000000001 scale1.456141213300368e-05
Kernels base max for 7.800000000000001 scale3.0109136968507695e-05
" ], "text/plain": [ "\n", " Name Source \n", " str46 str32 \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 0.9999153345163221\n", " Kernels approx max 0.0015479047097235869\n", " Kernels base width for 6.0 scale 63\n", " Kernels base sum for 6.0 scale 3.0166320971388447e-05\n", " Kernels base max for 6.0 scale 8.599470609575481e-05\n", "Kernels base width for 7.800000000000001 scale 83\n", " Kernels base sum for 7.800000000000001 scale 1.456141213300368e-05\n", " Kernels base max for 7.800000000000001 scale 3.0109136968507695e-05" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cwt_kernels = CWTKernels(\n", " n_scale=N_SCALE, min_scale=MIN_SCALE, step_scale=STEP_SCALE\n", ")\n", "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": {}, "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 = 2.0 # Measure of statistical significance.\n", "SIGNIFICANCE_ISLAND_THRESHOLD = (\n", " None\n", ") # 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": {}, "outputs": [], "source": [ "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": {}, "outputs": [], "source": [ "cwt_data = CWTData(\n", " counts=maps[\"counts\"], background=maps[\"background\"], n_scale=N_SCALE\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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.geom.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?\n", "\n", "plt.subplots_adjust(hspace=0.4)" ] }, { "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(\n", " \"Number of iterations: {0}\".format(len(history) - 1)\n", ") # -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": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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(\n", " len(images_iter), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?\n", "\n", "plt.subplots_adjust(hspace=0.4)" ] }, { "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": [ { "data": { "text/html": [ "Table length=7\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
MetricsSource
str10str20
Nameapprox_bkg
Shape2D image
Variance0.06792041028304846
Mean0.3450471835001858
Max value1.3431556509385707
Min value0.025070552405371926
Sum values27603.774680014867
" ], "text/plain": [ "\n", " Metrics Source \n", " str10 str20 \n", "---------- --------------------\n", " Name approx_bkg\n", " Shape 2D image\n", " Variance 0.06792041028304846\n", " Mean 0.3450471835001858\n", " Max value 1.3431556509385707\n", " Min value 0.025070552405371926\n", "Sum values 27603.774680014867" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "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": [ { "data": { "text/html": [ "Table masked=True length=14\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Scale powerMetricsSource
int64str10str19
1Namesupport
--Shape2D image
--Variance0.08244281109375
--Mean0.0906625
--Max valueTrue
--Min valueFalse
--Sum values7253
2Namesupport
--Shape2D image
--Variance0.10431465234374998
--Mean0.1183125
--Max valueTrue
--Min valueFalse
--Sum values9465
" ], "text/plain": [ "\n", "Scale power Metrics Source \n", " int64 str10 str19 \n", "----------- ---------- -------------------\n", " 1 Name support\n", " -- Shape 2D image\n", " -- Variance 0.08244281109375\n", " -- Mean 0.0906625\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 7253\n", " 2 Name support\n", " -- Shape 2D image\n", " -- Variance 0.10431465234374998\n", " -- Mean 0.1183125\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 9465" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_iter.cube_info(name=\"support\", per_scale=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=7\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
MetricsSource
str10str19
Namesupport
Shape3D cube
Variance0.09356986234375002
Mean0.1044875
Max valueTrue
Min valueFalse
Sum values16718
" ], "text/plain": [ "\n", " Metrics Source \n", " str10 str19 \n", "---------- -------------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.09356986234375002\n", " Mean 0.1044875\n", " Max value True\n", " Min value False\n", "Sum values 16718" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "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 = (\n", " history[1] - history[0]\n", ") # get new `CWTData` obj, let's work with them" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=7\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
MetricsSource
str10str19
Namesupport
Shape3D cube
Variance0.09356986234375002
Mean0.1044875
Max valueTrue
Min valueFalse
Sum values16718
" ], "text/plain": [ "\n", " Metrics Source \n", " str10 str19 \n", "---------- -------------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.09356986234375002\n", " Mean 0.1044875\n", " Max value True\n", " Min value False\n", "Sum values 16718" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "difference.cube_info(\"support\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "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
0counts2D image0.68441189750.4085539.00.032684.0
1background2D image0.088803403195964910.356857903749868252.45129036903381350.0762577354907989528548.632299989462
2model2D image8.921001389341455e-060.00056713013956863420.056259393496281560.045.37041116549074
3approx2D image0.0138816258886271530.050778161816230560.935265850323209-0.220590620943778044062.2529452984445
4approx_bkg2D image0.067920410283048460.34504718350018581.34315565093857070.02507055240537192627603.774680014867
5transform_2d2D image8.921001389341455e-060.00056713013956863420.056259393496281560.045.37041116549074
6model_plus_approx2D image0.0143920039096260640.051345291955799190.9915252438194906-0.220590620943778044107.623356463935
7residual2D image0.62161152639357820.357204708044200838.02873658648009-0.923947594132767128576.376643536063
8maximal2D image3.9089915789042415e-060.000384855301411285340.0403273033377930660.030.788424112902828
9support_2d2D image0.111234437343749980.12748751.00.010199.0
10transform_3d3D cube3.3095296022395382e-061.3167352804236912e-050.040327303337793066-0.0097946299032343162.106776448677906
11error3D cube3.499614659470687e-080.000338744908420145240.00114967824192518316.1270922334229e-0554.199185347223235
12support3D cube0.093569862343750020.10448751.00.016718.0
\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": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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(\n", " len(images_diff), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?\n", "\n", " plt.subplots_adjust(hspace=0.4)" ] }, { "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": "3.6.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }