{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Match truth and object catalogs for DC2 Run 2.2i\n", "Owner: Yao-Yuan Mao, Scott Daniel (with help from Anže Slosar, Bhairav Valera, HyeYun Park)
\n", "Updated by: Javier Sanchez
\n", "Last Verified to Run: 2020-11-29\n", "\n", "**Notes:**\n", "- Follow this [step-by-step guide](https://confluence.slac.stanford.edu/x/Xgg4Dg) if you don't know how to run this notebook.\n", "- If you need more information about the Generic Catalog Reader (GCR), see [this diagram](https://github.com/yymao/generic-catalog-reader/blob/master/README.md#concept) and [more examples](https://github.com/LSSTDESC/gcr-catalogs/blob/master/examples/GCRCatalogs%20Demo.ipynb).\n", "\n", "## Learning objectives\n", "After completing and studying this Notebook, you should be able to:\n", " 1. Use GCR to load object catalog and truth catalog\n", " 2. Use `filters` and `native_filters` appropriately\n", " 3. Use `add_quantity_modifier` and `get_quantity_modifier`\n", " 4. Use `FoFCatalogMatching` to do Friends-of-friends catalog matching\n", " 5. Learn some cool Numpy tricks for binning, masking, and reshaping [Advanced]\n", " 6. Learn use pandas to match truth catalog object id back to the galaxy id in extragalactic catalog [advanced]" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib is building the font cache; this may take a moment.\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import healpy as hp\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from astropy.coordinates import SkyCoord\n", "import FoFCatalogMatching\n", "import GCRCatalogs\n", "import fitsio" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# load object catalog (for a single tract)\n", "object_cat = GCRCatalogs.load_catalog('dc2_object_run2.2i_dr6_wfd_with_metacal')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's first visually inspect the footprint of one tract of the object catalog.\n", "# When `return_iterator` is turned on, the method `get_quantities` will return an \n", "# iterator, and each element in the iterator will be the quantities we requested in \n", "# different chunks of the dataset. \n", "\n", "# For object catalogs, the different chunks happen to be different patches, \n", "# resulting in a different color for each patch in the scatter plot below.\n", "\n", "for object_data in object_cat.get_quantities(['ra', 'dec'], native_filters=['tract == 3447'], return_iterator=True):\n", " plt.scatter(object_data['ra'], object_data['dec'], s=1, rasterized=True);\n", "\n", "plt.xlabel('RA');\n", "plt.ylabel('Dec');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Let's also define a magnitude cut\n", "mag_filters = [\n", " (np.isfinite, 'mag_i'),\n", " 'mag_i < 24.5',\n", "]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# let's add total ellipticity for later use (not needed for now)\n", "object_cat.add_derived_quantity('shape_hsm_regauss_etot', np.hypot, \n", " 'ext_shapeHSM_HsmShapeRegauss_e1', 'ext_shapeHSM_HsmShapeRegauss_e2')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-pyarrow/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: invalid value encountered in log10\n", " return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-pyarrow/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: divide by zero encountered in log10\n", " return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n" ] } ], "source": [ "# Load ra and dec from object, using both of the filters we just defined.\n", "object_data = object_cat.get_quantities(['ra', 'dec', 'mag_i_cModel', 'shape_hsm_regauss_etot',\n", " 'extendedness', 'blendedness', 'id'],\n", " filters=(mag_filters), native_filters=['tract == 3830'])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Let's now turn to the truth catalog. Here we just append galaxies and stars; \n", "# however, truth catalogs are also available in GCRCatalogs and PostgreSQL.\n", "truth_cat = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_image')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Load the stars\n", "stars_cat = fitsio.read('/global/cfs/projectdirs/lsst/groups/SSim/DC2/all_stars_DC2_run2.1i.fits.gz')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "max_ra = np.nanmax(object_data['ra'])\n", "min_ra = np.nanmin(object_data['ra'])\n", "max_dec = np.nanmax(object_data['dec'])\n", "min_dec = np.nanmin(object_data['dec'])\n", "vertices = hp.ang2vec(np.array([min_ra, max_ra, max_ra, min_ra]),\n", " np.array([min_dec, min_dec, max_dec, max_dec]), lonlat=True)\n", "ipix = hp.query_polygon(32, vertices, inclusive=True)\n", "native_filter = f'(healpix_pixel == {ipix[0]})'\n", "for ipx in ipix:\n", " native_filter=native_filter+f' | (healpix_pixel == {ipx})'\n", "pos_filters=[f'ra >= {min_ra}',f'ra <={max_ra}', f'dec >= {min_dec}', f'dec <= {max_dec}']" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# get ra and dec from truth catalog\n", "# note that we add i < 25 to the native filter to speed up load time\n", "truth_mag_filters = ['mag_i < 24.7']\n", "quantities = ['galaxy_id', 'ra', 'dec', 'mag_i', 'redshift']\n", "truth_data = truth_cat.get_quantities(quantities, filters=truth_mag_filters+pos_filters, \n", " native_filters=native_filter)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "mask_stars = (stars_cat['ra'] >= min_ra) & (stars_cat['ra'] <= max_ra) & \\\n", " (stars_cat['decl'] >= min_dec) & (stars_cat['decl'] <= max_dec)\n", "stars_cat = stars_cat[mask_stars] # Filter out the stars that are out of the footprint" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "total_galaxies = len(truth_data['ra'])\n", "total_objs = len(stars_cat)+total_galaxies # Total length of the output catalog\n", "truth_data_all = dict()\n", "out_qty = ['id', 'ra', 'dec', 'mag_i', 'redshift']\n", "star_qty = ['simobjid', 'ra', 'decl', 'imag', 'redshift']\n", "out_dtype = [np.long, np.float, np.float, np.float, np.float]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Allocate the columns of the dictionary\n", "for i, dtype in enumerate(out_dtype):\n", " truth_data_all[out_qty[i]] = np.zeros(total_objs, dtype=dtype)\n", " truth_data_all[out_qty[i]][:total_galaxies] = truth_data[quantities[i]]\n", " if 'redshift' not in star_qty[i]:\n", " truth_data_all[out_qty[i]][total_galaxies:] = stars_cat[star_qty[i]] # We add the info from stars and put all stars at redshift=0\n", "truth_data_all['star'] = np.zeros(total_objs, dtype=np.bool)\n", "truth_data_all['star'][total_galaxies:] = True" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(truth_data_all['ra'][::100], truth_data_all['dec'][::100], s=0.1)\n", "plt.scatter(object_data['ra'][::100], object_data['dec'][::100], s=0.1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# now we can really do the matching!\n", "# FoFCatalogMatching.match takes a dictionary of catalogs to match, a friends-of-friends linking length. \n", "# Because our \"catalog\" is not an astropy table or pandas dataframe, \n", "# `len(truth_coord)` won't give the actual length of the table\n", "# so we need to specify `catalog_len_getter` so that the code knows how to get the length of the catalog.\n", "\n", "results = FoFCatalogMatching.match(\n", " catalog_dict={'truth': truth_data_all, 'object': object_data},\n", " linking_lengths=1.0, # Linking length of 1 arcsecond, you can play around with the values!\n", " catalog_len_getter=lambda x: len(x['ra']),\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[]\n" ] }, { "data": { "image/png": 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rHQ16PMW+vLtSDG7cXufL3e7xPVLSs4EXSfoqkyow2758hrb3L7/7fGApsFzSl22/qk6AEdFukva0/bNJL38AOLp8/EHgv+u02S3x/Q3wXmB34JOT3jPFBuPTsv0+4H0Akg4E3p2kFzFP9Hdw41xJO1MMkq6lqA61Fvig7btm02C3tbqnAqdK+mvbx82m8YiYh/o8gdn2EyQtAX4beBLwZOBw4MmSNky3PUY3VebxHSfpRcAB5UsX2T67zklsX0SxD2ZEzAd9ns5ieyPwA0k/Bu6jmL/3WGZZFLlK6fkPUdTgO6l86ShJ+5eXshHRRn1MfJIeTzEt7lCKOnwXUOSjI8uEWFuVCcwvAJ5qe7wM4kTgB5T37yKiXUTjI7aTraPIOR8Gvm57w1wbrFqU/eHAHeXjh831pBExwvpfpODPKO7tvRX4J0m3U1zirgXW2j6jboNVEt+HKK6tL6RI9geQ3l5Eu/V3cONfO5+XK8KeTJEM/wg4o26bVQY3TpZ0EUUFZgF/YfuXdU8UEfNIf+/xaWKXRwDbNwE30VElavJnZlK1SMEtwNdrxDor44vFvbv0fku0sSXNlNDRxt7f6BhbX2sCemULV+zYSLtNxRvDrc+XuhdKOg04s3MicznF5VnAayg2GP9i1QYb2ngxIua1HiQ+SXsAXwIeQbGef5XtT0/x0UOA1wMnS9obuBPYmmLJ7fnA/7F9RZ1zJ/FFRD3u2ajuZuBdti+XtB2wRtIFtn/4oNPZ9wOfBT4raTHFHL77bN852xN3rc4iaYGkq2fbeETMUz2ozmL7lok1/7bvppi2stsM39lUfu/OuYTftcdne1zSldMsEo6Ilqpxj2+FpMs6nq+yveoh7Ul7AftQlJua+pzSO6d4+X+ANU1c6j4SuEbSJcADBfNsv6jOiSJiHqme+NbbXtntA5K2BU4Djp6h6MDK8jirfP4C4FLgTZL+3fZHqwZVJfF9oGpjEdECPSwyWt6zOw04qdziopsdgX1t31N+91iKbW4PANYAvUt8ti8u9698rO1vStoGWFj1BBExv4jeTGcpt4n8PLDO9uTSd1PZE+hcm7sJeJTt+yTVWsZWpUjBnwJHAjsAj6G4+fgv1Cz1HBHzR4/m8e0PvBpYK+mK8rVjbE+3fe1XgO9LOpMi/x5KMcVlGfDDab4zpSqXum+hqM6yGsD2dWVRwIhoqx4kPtvfY1Jl9xk+f5ykc9iy1e2bbE8MnLyyzrmrJL4NtjcWvVKQtIiBby4XEQM1uAywmWKysykudWelyi5rF0s6Btha0u8D/86WUZWIaJsBbS8p6SiKOnwrgJ2BL0t622zaqtLjey/wBooSMG+kWBicfXIj2mwwPb43AE+3fS88sAPkfwH/WLehKqO642Xx0dUUv+61daogRMT80+dCpA+cFhjreD5GjXuEnaqM6r6AYhT3J+VJ9pb0RtvfmM0JI2L09bk6y4QTgNWSvkaRiw4HvjCbhqpc6n4CeI7tHwNIegzwH0ASX0Qb9XACc63T2p8sa4PuT5H4XlN3qdqEKonv1omkV7oeuHU2J4uIeaK/hUjvnnRGdbxn28vrtjlt4pN0RPnwmnLuzCnlyV9CsT4uIlqoVys3qrK9Xa/b7Nbje2HH4/8Gnl0+vg3YvteBRMTo0Phoj29Om/hsv66fgUTEiBjQPb5eqjKquzfwNmCvzs+nLFVEew1oVLdnqgxunEFRQeEsiqUiEdF2LUh899v+h8YjAcYWwz179H5HtAWzXtHX3e1P2qbnbW67Yr+etwmw9KxLGmk32qkNPb5PlwX/zgceqHk1USs/IlqoBYnvSRQ1s57Llktdl88jom16t8vawFRJfP8LeLTtjTN+MiLmvX7P42tClbJUVwIPbziOiBgldrVjSFXp8e0C/EjSpTz4Hl+ms0S01Kj3+KokvmMbjyIiRkcbJjDbvng2DUvaA/gS8AiKQZFVtj89m7YiYrjM+8GNSZURlgCLgXsrVETYDLzL9uWStgPWSLrAdq3dkCJi+Mz7xDe5MoKkwyl2XZvpe7cAt5SP75a0jmJryiS+iFFmhnrgoooqo7oPYvsMas7hk7QXsA/lFpWT3jtS0mWSLhv79b11w4mIARjEZkO9VOVS94iOpwuAldS4tSlpW+A04Gjbd01+3/YqYBXA0l33GOI/VUQ8YMT/S60yqttZl28zcANwWJXGJS2mSHon2T69dnQRMXTmwwTmKvf4ZlWXT8UO5J8H1tn+5GzaiIghZM/fQqSS/qbL92z7uBna3p9ije9aSVeUrx1j+5x6IUbE0BntvNe1xzfVSMMyik19dwS6Jj7b32OWe15GxHCbt5e6tj8x8bich3cU8DrgqxRbTkZEGxmYr5e6AJJ2AN4JvBI4EdjX9q/6EVhEDLHRzntd7/F9DDiCYqrJk2zf07eoImKozdtLXeBdFNVY/gr4y2KQFiju281qE9+ImB/m7aiu7dqrOiKiBXpYnUXSF4BDgVttP7E3rc6sygTm/tl6nLHf6v0V9boDvtTzNgFe/JODe97mNd96XM/bBNjrxt9spN3xq37USLsxvIoJzD3r8X0R+AxFJae+Ga7EFxGjoUfVWWx/p1zL31dJfBFRW40e3wpJl3U8X1Wuzx+oJL6IqKfePb71tlc2F8zsJPFFRE3zeK1uRMS02laINCJartxQvMoxE0knA/8FPF7STZLe0HT4kB5fRMxGj3p8tl/ek4ZqSuKLiPpG+0o3iS8i6tP4aG+zlsQXEfWYnk1gHpQkvoioRbiXS9YGIokvIupL4ouI1knii4hWyT2+iGijjOpGRMs4l7oR0TImiS8iWmi0r3ST+CKivszji4j2SeKLiFaxYWy0r3WHKvEtuf4+9n7ZVT1v9yc3NrMX+jUX9H5HtL0/e23P2wQYW397I+1GS6XHFxGtk8QXEa1iIHtuRES7GJx7fBHRJiaDGxHRQrnHFxGtk8QXEe0y+kUKGt1XV9Ihkq6V9GNJ723yXBHRJwbGx6sdQ6qxxCdpIfBPwB8CTwBeLukJTZ0vIvrIrnYMqSYvdfcDfmz7egBJXwUOA37Y4DkjonFZstbNbsDPO57fBDx98ockHQkcCbCUbRoMJyJ6wuDM45uWpnjtIX1f26uAVQDLtcPw9o0jYous3JjWTcAeHc93B25u8HwR0S9DfP+uiiYT36XAYyXtDfwCeBnwigbPFxH9YA/1iG0VjSU+25slvRU4D1gIfMH2NU2dLyL6KD2+6dk+BzinyXNERL8Zj40NOog5ycqNiKgnZakiopVGfDpLo0vWImL+MeBxVzpmMqhlrUl8EVGPy0KkVY4uBrmsNZe6EVFbjwY3BrasVR6iYWlJtwE3VvjoCmB9w+H00ijFO0qxwmjFOwyxPsr2TnNpQNK5FL9LFUuB+zuerypXayHpxcAhtv+kfP5q4Om23zqX+KoYqh5f1X8gki6zvbLpeHpllOIdpVhhtOIdpVi7sX1Ij5qqtKy1CbnHFxGDMrBlrUl8ETEoDyxrlbSEYlnr1/tx4qG61K1h1aADqGmU4h2lWGG04h2lWBs3yGWtQzW4ERHRD7nUjYjWSeKLiNYZucQ3Kju3SdpD0oWS1km6RtJRg46pCkkLJf1A0tmDjqUbSQ+XdKqkH5V/42cOOqZuJL2j/PfgakknS1o66JjabKQS34jt3LYZeJft3wKeAbxliGPtdBSwbtBBVPBp4Fzbvwk8hSGOWdJuwNuBlbafSHEj/2WDjardRirx0bHExfZGYGKJy9CxfYvty8vHd1P8h7nbYKPqTtLuwAuA4wcdSzeSlgMHAJ8HsL3R9p0DDWpmi4CtJS0CtiHbMAzUqCW+qXZuG+pkAiBpL2AfYPWAQ5nJp4D3AMNec+jRwG3ACeVl+fGSlg06qOnY/gXwceBnwC3A/9g+f7BRtduoJb6BLXGZLUnbAqcBR9u+a9DxTEfSocCtttcMOpYKFgH7Av9sex/gXmCY7/duT3FlsjewK7BM0qsGG1W7jVriG6md2yQtpkh6J9k+fdDxzGB/4EWSbqC4hfBcSV8ebEjTugm4yfZED/pUikQ4rA4Gfmr7NtubgNOB3x1wTK02aolvYEtc6pIkintQ62x/ctDxzMT2+2zvbnsvir/rt20PZa/E9i+Bn0t6fPnSQfShlNEc/Ax4hqRtyn8vDmKIB2PaYKSWrI3Yzm37A68G1kq6onztmHIDppi7twEnlf8DvB543YDjmZbt1ZJOBS6nGO3/AVm+NlBZshYRrTNql7oREXOWxBcRrZPEFxGtk8QXEa2TxBcRrZPE1wBJlvSJjufvlvT+HrX9xXJ3qkZJeklZ9eTCSa/vJekVs2zzaEnbdDy/Zw7xvV/Su6d4fddy6shs2nytpF1nG1OMjiS+ZmwAjpBUdQu+viir21T1BuDNtp8z6fW9gCkTX7kAv5ujKRboN8b2zbZn+z+G11IsKYt5LomvGZspJqi+Y/Ibk3tsE70eSQdKuljSKZL+n6QPS3qlpEskrZX0mI5mDpb03fJzh5bfXyjpY5IulXSVpDd2tHuhpK8Aa6eI5+Vl+1dL+kj52t8AzwL+RdLHJn3lw8DvSbqirDH3Wkn/Luks4PzyfGd3tP+Z8jNvp0gqF3b2IiX9naQrJX1f0i5TxLeDpDPK3+n7kp7c8fZTJH1b0nWS/rT8/F6Sru72Nynfe0/5e19Z/q1fDKykmBR9haSty9d/WH7345NjixFmO0ePD+AeYDlwA/Aw4N3A+8v3vgi8uPOz5c8DgTuBRwJbAb8APlC+dxTwqY7vn0vxP63HUqxbXQocCfxV+ZmtgMsoFsUfSLGIf+8p4tyVYjnVThSreL4NHF6+dxFF/bjJ3zkQOLvj+WvLGHaY5v3PAK8tH98ArOh4z8ALy8cfnYh/0vn+ETi2fPxc4Iry8fuBK4GtKTa3/nn5++wFXF1+Zrq/yR8C/wlsU763w+TfGdgBuJYtk/wfPuh/r3L07kiPryEuKrF8iaIAZVWXuqjjtwH4CTBRumgtxX/QE06xPW77OorlWr8J/AHwx+XyuNXAjhSJEeAS2z+d4nxPAy5ysXh+M3ASRZ27ui6wfccsvrcRmOgdruHBv+OEZwH/BmD728COkh5Wvnem7ftsrwcupKjX2Gm6v8nBwAm2f122O1XsdwH3A8dLOgL49Sx+vxhSSXzN+hTFvbLOWnGbKf/u5YL1JR3vbeh4PN7xfJwHr6uevM7QFCW73mb7qeWxt7fUfLt3mvimKvM1G53tP/D7lbqVWN9ke+J3GWPqtePdSpFN9XeY/N2p/iaa4rMPbqj4H8F+FNV1DqfoZcc8kcTXoLIncQpF8ptwA/A75ePDgMWzaPolkhaU9/0eTXFJdh7wZ2UpLCQ9rkJxztXAsyWtKAc+Xg5cPMN37ga26/L+jcATJG1V9swOqvHdqXwHeCUU9yuB9d5S1/AwSUsl7UhxiX3ppO9O9zc5H3j9xAizpB0mx6eijuLDXBSVOBp4as24Y4iNVHWWEfUJ4K0dzz8HnCnpEuBbTN8b6+ZaigS1C/Am2/dLOp7iUvHysid5G0VPZVq2b5H0PorLRAHn2D5zhnNfBWyWdCXF/cZfTWrz55JOKT93HUUlkgmrgG9IusUPHS2ezvspKi1fRXG5+ZqO9y4B/gPYEzjO9s0qql1P9Oam/JvYPlfSU4HLJG0EzgGOKX+ff5F0H8V9wDNVbAokphioitGV6iwxr0j6HeCTtp896FhieOVSN+YNSSuBkyl2YIuYVnp8EdE66fFFROsk8UVE6yTxRUTrJPFFROsk8UVE6/x/z2UCGuWYHrAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# now we want to count the number of truth and object objects *for each group*\n", "# but instead of looping over groups, we can do this in a smart (and very fast) way\n", "\n", "# first we need to know which rows are from the truth catalog and which are from the object\n", "truth_mask = results['catalog_key'] == 'truth'\n", "object_mask = ~truth_mask\n", "\n", "# then np.bincount will give up the number of id occurrences (like historgram but with integer input)\n", "n_groups = results['group_id'].max() + 1\n", "n_truth = np.bincount(results['group_id'][truth_mask], minlength=n_groups)\n", "print(n_truth[n_truth>10])\n", "n_object = np.bincount(results['group_id'][object_mask], minlength=n_groups)\n", "\n", "# now n_truth and n_object are the number of truth/object objects in each group\n", "# we want to make a 2d histrogram of (n_truth, n_object). \n", "n_max = max(n_truth.max(), n_object.max()) + 1\n", "hist_2d = np.bincount(n_object * n_max + n_truth, minlength=n_max*n_max).reshape(n_max, n_max)\n", "\n", "plt.imshow(np.log10(hist_2d+1), extent=(-0.5, n_max-0.5, -0.5, n_max-0.5), origin='lower');\n", "plt.xlabel('Number of truth objects');\n", "plt.ylabel('Number of object objects');\n", "plt.colorbar(label=r'$\\log(N_{\\rm groups} \\, + \\, 1)$');" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Let's further inspect the objects in the groups that have 1-to-1 truth/object match.\n", "\n", "# first, let's find our the IDs of the groups that have 1-to-1 truth/object match:\n", "one_to_one_group_mask = np.in1d(results['group_id'], np.flatnonzero((n_truth == 1) & (n_object == 1)))\n", "\n", "# and then we can find the row indices in the *original* truth/object catalogs for those 1-to-1 groups\n", "truth_idx = results['row_index'][one_to_one_group_mask & truth_mask]\n", "object_idx = results['row_index'][one_to_one_group_mask & object_mask]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "truth_sc = SkyCoord(truth_data_all['ra'][truth_idx], truth_data_all['dec'][truth_idx], unit=\"deg\")\n", "object_sc = SkyCoord(object_data['ra'][object_idx], object_data['dec'][object_idx], unit=\"deg\")\n", "\n", "delta_ra = (object_sc.ra.arcsec - truth_sc.ra.arcsec) * np.cos(np.deg2rad(0.5*(truth_sc.dec.deg + object_sc.dec.deg)))\n", "delta_dec = object_sc.dec.arcsec - truth_sc.dec.arcsec\n", "delta_arcsec = object_sc.separation(truth_sc).arcsec" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7.3, 6)) # Pick a figuresize that will result in a square equal-axis plus colorbar\n", "plt.hist2d(delta_ra, delta_dec, bins=40, range=((-0.5, +0.5), (-0.5, +0.5)));\n", "plt.xlabel(r'$\\Delta$ RA [arcsec]');\n", "plt.ylabel(r'$\\Delta$ Dec [arcsec]');\n", "plt.colorbar();\n", "plt.xlim(-0.5, +0.5)\n", "plt.ylim(-0.5, +0.5)\n", "plt.axis('equal');" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plotting Delta angle for the outputs\n", "plt.hist(delta_arcsec, bins=80);\n", "plt.xlim(0, 0.4);\n", "plt.xlabel(r'$\\Delta$ angle [arcsec]');" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# convert truth_data and object_data to pandas dataframe and select the matched one\n", "truth_matched = pd.DataFrame(truth_data_all).iloc[truth_idx].reset_index(drop=True)\n", "object_matched = pd.DataFrame(object_data).iloc[object_idx].reset_index(drop=True)\n", "matched = pd.merge(truth_matched, object_matched, left_index=True, right_index=True, suffixes=('_truth', '_object'))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Select only those truth objects that are galaxies which were not sprinkled\n", "# (stars and sprinkled objects do not occur in the extragalactic catalog)\n", "matched_gals = matched.query('~star')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# load redshift and ellipticity from the extragalactic catalog, only for galaxies that are already in `matched_gals`\n", "extragalactic_data = truth_cat.get_quantities(\n", " ['galaxy_id', 'mag_i_lsst', 'ellipticity_true'],\n", " filters=[(lambda x: np.in1d(x, matched_gals['id'].values, True), 'galaxy_id')]+truth_mag_filters+pos_filters,\n", " native_filters=native_filter\n", ")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# merge extragalactic_data to matched_gals\n", "matched_gals = pd.merge(matched_gals, pd.DataFrame(extragalactic_data), 'left', left_on='id', right_on='galaxy_id')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare the magnitude\n", "plt.figure(figsize=(5,5));\n", "plt.scatter(matched_gals['mag_i_lsst'], matched_gals['mag_i_cModel'], s=1);\n", "lims = [14, 25]\n", "plt.plot(lims, lims, c='k', lw=0.5);\n", "plt.xlabel('extragalactic $i$-mag');\n", "plt.ylabel('object $i$-mag (cModel)');\n", "plt.xlim(lims);\n", "plt.ylim(lims);" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare the ellipticity (naively -- see below for further discussion)\n", "plt.figure(figsize=(5,5));\n", "plt.scatter(matched_gals['ellipticity_true'], matched_gals['shape_hsm_regauss_etot'], s=1);\n", "lims = [0, 1]\n", "plt.plot(lims, lims, c='k', lw=0.5);\n", "plt.xlabel('extragalactic ellipticity');\n", "plt.ylabel('object ellipticity');\n", "plt.xlim(lims);\n", "plt.ylim(lims);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ellipticity comparison plot above is quite surprising. \n", "It seems that the ellipticities in the object catalog are generally higher (i.e., less round) than those in the extragalactic catalog. \n", "\n", "The quantity `shape_hsm_regauss_etot` that we used for the object catalog are the re-Gaussianization shapes, which are PSF corrected, and they could be either rounder (if the correction was an under-correction) or less round (if the correction was an over-correction). Hence, their value being systematically larger than the \"truth\" from extragalactic catalog seems problematic. \n", "\n", "Before we panic, we should, however, remind ourselves of the definition of ellipticities used in these catalogs. \n", "For the extragalactic catalog, ellipticity is defined as $(1-q)/(1+q)$, where $q$ is the minor-to-major axis ratio\n", "(see the [SCHEMA](https://github.com/LSSTDESC/gcr-catalogs/blob/master/GCRCatalogs/SCHEMA.md#schema-for-extragalatic-catalogs)). \n", "On the other hand, for the object catalog, the HSM re-Gaussianization ellipticity that we are using is defined as $(1-q^2)/(1+q^2)$\n", "(see e.g., Eq. 8 of [Mandelbaum et al. 2006](https://arxiv.org/abs/astro-ph/0511164)).\n", "\n", "Hence their definitions are in fact different, so we need to do a conversion before we compare them.\n", "With some math, we can find the conversion between the two definitions $e_{\\rm HSM~def} = \\frac{2e_{\\rm EGC~def}}{1+e_{\\rm EGC~def}^2}$." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare the ellipticity (smartly)\n", "ellipticity_conversion = lambda e: 2*e / (1.0+e*e)\n", "plt.figure(figsize=(5,5));\n", "plt.scatter(ellipticity_conversion(matched_gals['ellipticity_true']), matched_gals['shape_hsm_regauss_etot'], s=1);\n", "lims = [0, 1]\n", "plt.plot(lims, lims, c='k', lw=0.5);\n", "plt.xlabel('extragalactic ellipticity (in object def.)');\n", "plt.ylabel('object ellipticity');\n", "plt.xlim(lims);\n", "plt.ylim(lims);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better now! \n", "\n", "When you were checking the [SCHEMA](https://github.com/LSSTDESC/gcr-catalogs/blob/master/GCRCatalogs/SCHEMA.md#schema-for-extragalatic-catalogs)) file,\n", "you probably have also noticed that `ellipticity_true` is the ellipticity before the shear is applied (i.e., unlensed). \n", "Hence this comparison is still not an apples-to-apples comparison, as the ellipticity in the object catalog is, of course, lensed. \n", "\n", "According to the [SCHEMA](https://github.com/LSSTDESC/gcr-catalogs/blob/master/GCRCatalogs/SCHEMA.md#schema-for-extragalatic-catalogs)), we should have been using `ellipticity` from the extragalactic catalog.\n", "But unfortunately, this quantity is not directly available from the extragalactic catalog!" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def calc_lensed_ellipticity(es1, es2, gamma1, gamma2, kappa):\n", " gamma = gamma1 + gamma2*1j # shear (as a complex number)\n", " es = es1 + es2*1j # intrinsic ellipticity (as a complex number)\n", " g = gamma / (1.0 - kappa) # reduced shear\n", " e = (es + g) / (1.0 + g.conjugate()*es) # lensed ellipticity\n", " return np.absolute(e)\n", " \n", "truth_cat.add_derived_quantity('ellipticity', calc_lensed_ellipticity, \n", " 'ellipticity_1_true', 'ellipticity_2_true', 'shear_1', 'shear_2', 'convergence')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Now let's get the newly defined ellipticity and add to our merged pandas data frame:\n", "extragalactic_data_more = truth_cat.get_quantities(\n", " ['galaxy_id', 'ellipticity'],\n", " filters=[(lambda x: np.in1d(x, matched_gals['id'].values, True), 'galaxy_id')], native_filters=native_filter\n", ")\n", "\n", "matched_gals = pd.merge(matched_gals, pd.DataFrame(extragalactic_data_more), 'left', left_on='id', right_on='galaxy_id')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now we compare the ellipticity again (and don't forget the definition conversion!)\n", "ellipticity_conversion = lambda e: 2*e / (1.0+e*e)\n", "plt.figure(figsize=(5,5));\n", "plt.scatter(ellipticity_conversion(matched_gals['ellipticity']), matched_gals['shape_hsm_regauss_etot'], s=1);\n", "lims = [0, 1]\n", "plt.plot(lims, lims, c='k', lw=0.5);\n", "plt.xlabel('extragalactic ellipticity (lensed, in object def.)');\n", "plt.ylabel('object ellipticity');\n", "plt.xlim(lims);\n", "plt.ylim(lims);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How to use the pre-matched catalogs?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we have shown how to match the catalogs but this has been done already. You can take advantage of this by loading the matched catalogs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `GCRCatalogs`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "object_matched = GCRCatalogs.load_catalog('dc2_object_run2.2i_dr6_wfd_matched') # " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or read directly the files (they are fits files, one per tract)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "fname = '/global/cfs/projectdirs/lsst/shared/DC2-prod/Run2.2i/addons/matched/dr6/matched_ids_dc2_object_run2.2i_dr6_wfd_with_metacal_3830.fits.gz'" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "import fitsio\n", "data_truth = fitsio.read(fname)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype([('truthId', '>i8'), ('objectId', '>i8'), ('is_matched', '?'), ('is_star', '?'), ('ra', '>f8'), ('dec', '>f8'), ('mag_u_lsst', '>f8'), ('mag_g_lsst', '>f8'), ('mag_r_lsst', '>f8'), ('mag_i_lsst', '>f8'), ('mag_z_lsst', '>f8'), ('mag_y_lsst', '>f8'), ('redshift_true', '>f8'), ('dist', '>f8'), ('n_neigh_truth', '>i4'), ('n_neigh_object', '>i8'), ('shear_1', '>f8'), ('shear_2', '>f8'), ('ellipticity_1_true', '>f8'), ('ellipticity_2_true', '>f8')])" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_truth.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How well does `extendedness` perform as a star/galaxy classifier?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-pyarrow/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: divide by zero encountered in log10\n", " return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-pyarrow/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: invalid value encountered in log10\n", " return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n" ] } ], "source": [ "object_data = object_cat.get_quantities(['ra', 'dec', 'mag_i_cModel', 'shape_hsm_regauss_etot',\n", " 'extendedness', 'blendedness', 'id'],\n", " native_filters=['tract == 3830'])" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "object_data = pd.DataFrame(object_data)\n", "data_truth = pd.DataFrame(data_truth)\n", "data_truth['id'] = data_truth['objectId']" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "# We have to change the byte order to be able to use pandas\n", "for key in data_truth.keys():\n", " if data_truth[key].values.dtype.byteorder == '>':\n", " data_truth[key] = data_truth[key].values.byteswap().newbyteorder()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "data_all = object_data.set_index('id').join(data_truth.set_index('id'), lsuffix='_obj', rsuffix='_true', how='inner')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the purity of the `extendedness` classifier for stars for objects below $r < 25$" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7443278201865988" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.count_nonzero((data_all['extendedness']==0) & (data_all['is_star'])\n", " & (data_all['mag_r_lsst'] < 25))/np.count_nonzero((data_all['extendedness']==0) & (data_all['mag_r_lsst'] < 25))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What fraction of objects with `extendedness==1` are matched to stars?" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.009254285525807393" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.count_nonzero((data_all['extendedness']==1) & (data_all['is_star'])\n", " & (data_all['mag_r_lsst'] < 25))/np.count_nonzero((data_all['extendedness']==1) & (data_all['mag_r_lsst'] < 25))" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "bright_stars = stars_cat['rmag'] < 16" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,7))\n", "plt.hist2d(data_all['ra_obj'], data_all['dec_obj'],256); plt.gca().set_aspect('equal'); \n", "plt.xlabel('RA [deg]');\n", "plt.ylabel('dec [deg]');\n", "plt.title('Full sample')\n", "plt.colorbar(label='Number of objects')\n", "plt.scatter(stars_cat['ra'][bright_stars], stars_cat['decl'][bright_stars], marker='x', c=stars_cat['rmag'][bright_stars], cmap='hot')\n", "plt.colorbar(label='r-band Magnitude')\n", "#plt.scatter(data_all['ra_obj'][::10], data_all['dec_obj'][::10], s=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the holes look close to stars but not all of them" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "desc-python-dev", "language": "python", "name": "desc-python-dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }