{ "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/v0.13?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" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "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": [ { 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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
str10str19
Nameapprox_bkg
Shape2D image
Variance0.06792041028304846
Mean0.3450471835001858
Max value1.3431556509385707
Min value0.02507055240537183
Sum values27603.774680014863
" ], "text/plain": [ "\n", " Metrics Source \n", " str10 str19 \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 0.02507055240537183\n", "Sum values 27603.774680014863" ] }, "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 image8.921001389341453e-060.00056713013956863420.056259393496281560.045.37041116549074
3approx2D image0.0138816258886271530.0507781618162305650.9352658503232087-0.22059062094377814062.252945298445
4approx_bkg2D image0.067920410283048460.34504718350018581.34315565093857070.0250705524053718327603.774680014863
5transform_2d2D image8.921001389341453e-060.00056713013956863420.056259393496281560.045.37041116549074
6model_plus_approx2D image0.0143920039096260660.05134529195579920.9915252438194904-0.22059062094377814107.623356463936
7residual2D image0.62161152639357820.357204708044200838.02873658648009-0.923947594132767228576.376643536063
8maximal2D image3.90899157890424e-060.000384855301411285340.040327303337793050.030.788424112902828
9support_2d2D image0.111234437343749980.12748751.00.010199.0
10transform_3d3D cube3.3095296022395382e-061.3167352804236912e-050.04032730333779305-0.0097946299032343162.106776448677906
11error3D cube3.499614659470687e-080.000338744908420145240.0011496782419251836.127092233422893e-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": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }