{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Read And Play with redMaPPer Catalog from cosmoDC2 v1.1.4\n", "---------------------------------------------------------\n", "\n", "This notebook shows how to read in the new redMaPPer catalog run on cosmoDC2 v1.1.4.\n", "\n", "For reference, the commands to get the data that were used as an input to redmapper were:\n", "```python\n", "import GCRCatalogs\n", "from astropy.table import Table\n", "\n", "gc = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_image')\n", "quantities_wanted = ['galaxy_id', 'ra', 'dec', 'redshift', \n", " 'mag_true_g_lsst', 'mag_true_r_lsst', 'mag_true_i_lsst',\n", " 'mag_true_z_lsst', 'mag_true_y_lsst', 'halo_id',\n", " 'halo_mass', 'is_central']\n", "query = GCRCatalogs.GCRQuery('mag_true_z_lsst < 25.5')\n", "data = Table(gc.get_quantities(quantities_wanted, [query]))\n", "data.write('cosmoDC2_v1.1.4_raw.fits', format='fits')\n", "```\n", "\n", "The actual running of redmapper will be described in a later document, but requires many more resources than are available in a notebook. The red-sequence model was trained starting with a sample of ~3000 spectra (true redshift) of halo centrals with halo_mass > 3e13, covering ~30% of the cosmoDC2 footprint." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import GCRCatalogs\n", "from astropy.table import Table\n", "import esutil\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we read in the cluster catalog. The catalog that is distributed has been cut to lambda>20, which means that there are the equivalent of 20 red galaxies brighter than 0.2L* within the optimal cluster radius. This corresponds to a mass threshold of appriximately 1e14 M_sun." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Get the redMaPPer catalog\n", "gc = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_redmapper_v0.2.1py')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Select out the cluster and member quantities into different lists\n", "quantities = gc.list_all_quantities()\n", "# These are the quantities that describe the clusters and the central galaxies\n", "cluster_quantities = [q for q in quantities if 'member' not in q]\n", "# These are the quantities that describe the members\n", "member_quantities = [q for q in quantities if 'member' in q]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['id_cen_2', 'p_cen_3', 'dec_cen_2', 'scaleval', 'redshift_err', 'p_cen_0', 'ra_cen_3', 'dec_cen_3', 'dec_cen_4', 'p_cen_2', 'redshift_true_cg', 'id_cen_1', 'maskfrac', 'ra_cen_0', 'richness_err', 'ra_cen_4', 'p_cen_1', 'id_cen_4', 'cluster_id', 'ra', 'id_cen_0', 'richness', 'dec_cen_1', 'id_cen_3', 'dec', 'dec_cen_0', 'ra_cen_2', 'redshift', 'ra_cen_1', 'p_cen_4']\n" ] } ], "source": [ "# The clusters and members are linked via \"cluster_id\"\n", "print(cluster_quantities)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['mag_z_lsst_member', 'magerr_r_lsst_member', 'mag_g_lsst_member', 'cluster_id_member', 'mag_y_lsst_member', 'mag_r_lsst_member', 'theta_r_member', 'ra_member', 'pfree_member', 'magerr_y_lsst_member', 'magerr_i_lsst_member', 'p_member', 'redshift_true_member', 'magerr_z_lsst_member', 'magerr_g_lsst_member', 'theta_i_member', 'dec_member', 'id_member', 'refmag_member', 'refmag_err_member', 'mag_i_lsst_member']\n" ] } ], "source": [ "print(member_quantities)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Read in the cluster and member data\n", "cluster_data = Table(gc.get_quantities(cluster_quantities))\n", "member_data = Table(gc.get_quantities(member_quantities))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'z_spec_central')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 552 } }, "output_type": "display_data" } ], "source": [ "# Compare the cluster photo-z to the central galaxy redshift\n", "plt.plot(cluster_data['redshift'], cluster_data['redshift_true_cg'], 'r.')\n", "plt.plot([0.1, 1.2], [0.1, 1.2], 'k--')\n", "plt.xlabel('z_lambda')\n", "plt.ylabel('z_spec_central')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a plot comparing the cluster photo-z (`z_lambda`) which is computed by fitting all the members to the red-sequence model simultaneously, to the true (spectroscopic) redshift of the central galaxy (z_spec_central).\n", "The photo-z performance is very good, made possible by the fact that (a) cluster redshift finding can be very precise by fitting 20 red galaxies simultaneously, and (b) the extragalactic catalog is blissfully free of systematics.\n", "However, there are some outliers. As shown below these outliers are where redMaPPer has chosen an incorrect central galaxy, so the *central* redshift doesn't agree with the cluster redshift, but the average of the member redshifts is consistent with the cluster redshift." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now let's match the cluster centrals and members by the galaxy ID to look at the central colors" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# First, we will want to read in the \"truth\" as a comparison\n", "# Note that we're just reading in the small subset for a faster comparison\n", "gc_truth = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_small')\n", "quantities_wanted = ['mag_true_g_lsst', 'mag_true_r_lsst', 'mag_true_i_lsst', 'mag_true_z_lsst', 'mag_true_y_lsst', 'redshift']\n", "query = GCRCatalogs.GCRQuery('(is_central == True) & (halo_mass > 5e13)')\n", "truth_data = Table(gc_truth.get_quantities(quantities_wanted, [query]))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4515" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a, b = esutil.numpy_util.match(cluster_data['id_cen_0'], member_data['id_member'])\n", "a.size" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'g-r of central galaxy')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 392, "width": 561 } }, "output_type": "display_data" } ], "source": [ "plt.plot(truth_data['redshift'], truth_data['mag_true_g_lsst'] - truth_data['mag_true_r_lsst'], 'b+', label='True Centrals')\n", "plt.plot(cluster_data['redshift'][a], member_data['mag_g_lsst_member'][b] - member_data['mag_r_lsst_member'][b], 'r.', label='redMaPPer Centrals')\n", "plt.xlim(0.0, 1.2)\n", "plt.ylim(0.6,2.0)\n", "plt.legend()\n", "plt.xlabel('cluster redshift')\n", "plt.ylabel('g-r of central galaxy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot is a comparison of the the g-r color as a function of redshift of \"true\" centrals (from the extragalactic catalog), in blue, to the color as a function of redshift of redMaPPer centrals (in red). redMaPPer only finds the red centrals, and thus any halo/cluster with a blue central will be miscentered by redMaPPer (the true rate of clusters with blue centrals at z<1.0 is of some debate). Other than that, the color distribution of centrals found by redMaPPer is consistent with that of the true centrals.\n", "The g-r color is most reliable at z<0.4 due to the location of the 4000A break." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'r-i of central galaxy')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 561 } }, "output_type": "display_data" } ], "source": [ "plt.plot(truth_data['redshift'], truth_data['mag_true_r_lsst'] - truth_data['mag_true_i_lsst'], 'b+', label='True Centrals')\n", "plt.plot(cluster_data['redshift'][a], member_data['mag_r_lsst_member'][b] - member_data['mag_i_lsst_member'][b], 'r.', label='redMaPPer Centrals')\n", "plt.xlim(0.0, 1.2)\n", "plt.ylim(0.4, 1.3)\n", "plt.legend()\n", "plt.xlabel('cluster redshift')\n", "plt.ylabel('r-i of central galaxy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same as the plot above, except for the r-i color. This is more reliable at z<0.8. The hitch between 0.35" ] }, "metadata": { "image/png": { "height": 392, "width": 561 } }, "output_type": "display_data" } ], "source": [ "plt.plot(truth_data['redshift'], truth_data['mag_true_i_lsst'] - truth_data['mag_true_z_lsst'], 'b+', label='True Centrals')\n", "plt.plot(cluster_data['redshift'][a], member_data['mag_i_lsst_member'][b] - member_data['mag_z_lsst_member'][b], 'r.', label='redMaPPer Centrals')\n", "plt.xlim(0.0, 1.2)\n", "plt.ylim(0.2, 1.0)\n", "plt.legend()\n", "plt.xlabel('cluster redshift')\n", "plt.ylabel('i-z of central galaxy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same as the plots above, except for the i-z color. This is most useful at 0.7" ] }, "metadata": { "image/png": { "height": 392, "width": 561 } }, "output_type": "display_data" } ], "source": [ "plt.plot(truth_data['redshift'], truth_data['mag_true_z_lsst'] - truth_data['mag_true_y_lsst'], 'b+', label='True Centrals')\n", "plt.plot(cluster_data['redshift'][a], member_data['mag_z_lsst_member'][b] - member_data['mag_y_lsst_member'][b], 'r.', label='redMaPPer Centrals')\n", "plt.xlim(0.0, 1.2)\n", "plt.ylim(0.1, 0.8)\n", "plt.legend()\n", "plt.xlabel('cluster redshift')\n", "plt.ylabel('z-y of central galaxy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same as the plots above, except for the z-y color. If the y-band galaxy measurements are reliable in real LSST data, this will allow robust red-sequence cluster finding to z<~1.2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Match Clusters and Members to look at the median member redshift\n", "In this section we are going to compare clusters to members and look at the median member redshift. This is only possible with mock catalogs where we have true redshifts for all members." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Clean out any members without ztrue information\n", "# There are a few of these due to a very small id-matching bug that was fixed in post-processing for ~99.9% of the members.\n", "ok, = np.where(member_data['redshift_true_member'] > 0.0)\n", "mem = member_data[ok]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# match clusters to members using cluster_id\n", "a, b = esutil.numpy_util.match(cluster_data['cluster_id'], mem['cluster_id_member'])\n", "# Use the reverse indicies from esutil histogram to group these into cluster bins\n", "h, rev = esutil.stat.histogram(a, rev=True)\n", "mem_zmedian = np.zeros(len(cluster_data))\n", "for i in range(len(cluster_data)):\n", " i1a = rev[rev[i]: rev[i + 1]]\n", " mem_zmedian[i] = np.median(mem['redshift_true_member'][i1a])\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Median true redshift from members')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 398, "width": 552 } }, "output_type": "display_data" } ], "source": [ "plt.plot(cluster_data['redshift'], mem_zmedian, 'r.')\n", "plt.plot([0.1, 1.2], [0.1, 1.2], 'k--')\n", "plt.xlabel('z_lambda')\n", "plt.ylabel('Median true redshift from members')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a plot of the median true redshift of the members vs the cluster photo-z (z_lambda). The outliers seen above are gone, showing that these outliers where the *central* galaxy did not agree with the cluster photo-z were due to miscentering and not due to problems with the photo-zs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at cluster richness and redshift" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'log10(Cluster Richness)')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 552 } }, "output_type": "display_data" } ], "source": [ "plt.hexbin(cluster_data['redshift'], np.log10(cluster_data['richness']), bins='log')\n", "plt.xlabel('Cluster Redshift')\n", "plt.ylabel('log10(Cluster Richness)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a simple visualization of where the clusters are in terms of richness and redshift. There are many fewer lambda>20 clusters at z>1.0 because of both evolution of the halo mass function and evolution of the red-sequence such that there are fewer red galaxies per cluster at high redshift." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "desc-stack", "language": "python", "name": "desc-stack" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }