{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LIGO/Virgo maps, I/O and resampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On this example we'll use LIGO/Virgo skymaps as an excuse to see how to open/write a map to/from disc, how create a multi-resolution maps out of a single-resolution map, and how to resample an already multi-resolution map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading a map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both single and mult-resolution maps are stored in FITS files. While you can download a map and then provide the local path, you can also use the URL directly, e.g." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mhealpy import HealpixMap\n", "\n", "# GW170817!\n", "m = HealpixMap.read_map(\"https://dcc.ligo.org/public/0157/P1800381/007/GW170817_skymap.fits.gz\", density = False)\n", "\n", "m.plot();" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Zoom in around the maximum\n", "\n", "import numpy as np\n", "\n", "theta_max,phi_max = m.pix2ang(np.argmax(m))\n", "\n", "lonra = np.rad2deg(phi_max) + np.array([-10,10])\n", "latra = (90-np.rad2deg(theta_max)) + np.array([-10,10])\n", "\n", "m.plot(ax = 'cartview', ax_kw = {'latra': latra, 'lonra': lonra});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single to multi-resolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The map we just opened is a single resolution map. Since this is a well-localized event the full sky is sampled at a relatively high resolution." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is multi-resolution? False\n", "nside: 1024\n", "# of pixels: 12582912\n" ] } ], "source": [ "print(\"Is multi-resolution? {}\".format(True if m.is_moc else False))\n", "print(\"nside: {}\".format(m.nside))\n", "print(\"# of pixels: {}\".format(m.npix))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a multi-resolution map by setting the condition that the probability assigned to any given pixel is at most the maximum value of the current single-resolution map. This mitigates the loss of information and results in a fair sampling for all locations." ] }, { "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": [ "mm = m.to_moc(max_value = max(m))\n", "\n", "mm.plot(ax = 'cartview', ax_kw = {'latra': latra, 'lonra': lonra});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this plot looks pretty much the same as before, we reduced the number of pixels by 3 orders to magnitude. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is multi-resolution? True\n", "nside: 1024\n", "# of pixels: 4026\n" ] } ], "source": [ "print(\"Is multi-resolution? {}\".format(True if mm.is_moc else False))\n", "print(\"nside: {}\".format(mm.nside))\n", "print(\"# of pixels: {}\".format(mm.npix))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the way this works more clearly by superimposing the grid" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "mm.plot()\n", "mm.plot_grid(plt.gca(), linewidth = .1, color = 'white');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Zoom in\n", "mm.plot(ax = 'cartview', ax_kw = {'latra': latra, 'lonra': lonra})\n", "mm.plot_grid(plt.gca(), linewidth = .1, color = 'white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the equivalent to the rasterized map is plotted. That is, the previous plot is proportional to the probability *density* distribution, rather than the integrated probability on each pixel. You can changed this behaviour using the `rasterize` option. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mm.plot(ax = 'cartview', ax_kw = {'latra': latra, 'lonra': lonra}, rasterize = False)\n", "mm.plot_grid(plt.gca(), linewidth = .1, color = 'white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function [to_moc()](../api/classes.rst#mhealpy.HealpixMap.to_moc) is a convenience routine derived from [adaptive_moc_mesh()](../api/classes.rst#mhealpy.HealpixBase.adaptive_moc_mesh). The same is true for [moc_histogram()](../api/classes.rst#mhealpy.HealpixMap.moc_histogram) and [moc_from_pixels()](../api/classes.rst#mhealpy.HealpixBase.moc_from_pixels). In the more general [adaptive_moc_mesh()](../api/classes.rst#mhealpy.HealpixBase.adaptive_moc_mesh) the user provides an arbitrary function that decides, recusively, whether a pixel must be split into child pixels of higher order or remain as a single pixel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resampling multi-resolution maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For new gravitational wave events LIGO/Virgo also provides multi-resolution maps straight out the box, e.g." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is multi-resolution? True\n", "nside: 512\n", "# of pixels: 16896\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mhealpy import HealpixMap\n", "\n", "m = HealpixMap.read_map(\"https://gracedb.ligo.org/api/superevents/S200219ac/files/LALInference.multiorder.fits,0\", density = False)\n", "\n", "print(\"Is multi-resolution? {}\".format(True if m.is_moc else False))\n", "print(\"nside: {}\".format(m.nside))\n", "print(\"# of pixels: {}\".format(m.npix))\n", "\n", "m.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The grid though corresponds to the adaptive mesh used to generate the sky localization:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m.plot_grid(linewidth = .1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can resample it the same way we did for the single-resolution map:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is multi-resolution? True\n", "nside: 512\n", "# of pixels: 5616\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mm = m.to_moc(max(m))\n", "\n", "print(\"Is multi-resolution? {}\".format(True if mm.is_moc else False))\n", "print(\"nside: {}\".format(mm.nside))\n", "print(\"# of pixels: {}\".format(mm.npix))\n", "\n", "mm.plot_grid(linewidth = .1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While only a modest improvement in this case, resampling can be useful when the map is the product of maps from multiple sources. As seen in the quick start tutorial, in order to assure there is no information loss, the grid resulting from an operation is the union of the grid of its operands. This can result in high resolution in regions where it is no longer needed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing a map to disc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now save this resampled map to disc." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mm.write_map(\"S200219ac_LALInference_resampled.multiorder.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The format is compliant with the the [IVOA MOC recommendation](https://www.ivoa.net/documents/MOC). The map is saved into the second (0-th indexed) HDU as an extension table, each pixel specified explicitely by its UNIQ number:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "XTENSION= 'BINTABLE' / binary table extension \n", "BITPIX = 8 / array data type \n", "NAXIS = 2 / number of array dimensions \n", "NAXIS1 = 16 / length of dimension 1 \n", "NAXIS2 = 5616 / length of dimension 2 \n", "PCOUNT = 0 / number of group parameters \n", "GCOUNT = 1 / number of groups \n", "TFIELDS = 2 / number of table fields \n", "TTYPE1 = 'UNIQ ' \n", "TFORM1 = 'K ' \n", "TTYPE2 = 'CONTENTS' \n", "TFORM2 = 'D ' \n", "PIXTYPE = 'HEALPIX ' / HEALPIX pixelisation \n", "ORDERING= 'NUNIQ ' / Pixel ordering scheme: RING, NESTED, or NUNIQ \n", "COORDSYS= 'C ' / Celestial (C), Galactic (G) or Ecliptic (E) \n", "NSIDE = 512 / Resolution parameter of HEALPIX \n", "INDXSCHM= 'EXPLICIT' / Indexing: IMPLICIT or EXPLICIT \n", "MOCORDER= 9 / Best resolution order " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from astropy.io import fits\n", "\n", "f = fits.open(\"S200219ac_LALInference_resampled.multiorder.fits\")\n", "\n", "f[1].header" ] } ], "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }