From 6ae8084320a938e40f835597875908262a5df822 Mon Sep 17 00:00:00 2001 From: Patricia Larsen Date: Fri, 8 Mar 2024 16:15:00 -0800 Subject: [PATCH] updated extragalactic mass relations --- .../extragalactic_gcr_mass_relations.ipynb | 139 +++++++++++++++--- 1 file changed, 115 insertions(+), 24 deletions(-) diff --git a/tutorials/extragalactic_gcr_mass_relations.ipynb b/tutorials/extragalactic_gcr_mass_relations.ipynb index d7cdbe25..d4f0321a 100644 --- a/tutorials/extragalactic_gcr_mass_relations.ipynb +++ b/tutorials/extragalactic_gcr_mass_relations.ipynb @@ -6,20 +6,22 @@ "source": [ "# Extragalactic catalogs: mass relations\n", "\n", - "> Notebook owner: Yao-Yuan Mao [@yymao](https://github.com/LSSTDESC/DC2-analysis/issues/new?body=@yymao). Last run: Nov 30, 2018\n", + "> Notebook owner: Yao-Yuan Mao [@yymao](https://github.com/LSSTDESC/DC2-analysis/issues/new?body=@yymao). Last run: Mar 8, 2024 by @patricialarsen\n", "\n", - "In this notebook we demostrate how to plot the halo mass-stellar mass relation and also the BH mass-bulge mass relation for the protoDC2/cosmoDC2 galaxy catalog.\n", + "In this notebook we demostrate how to plot the halo mass-stellar mass relation and also the BH mass-bulge mass relation for the cosmoDC2/ skysim/ roman_rubin galaxy catalog.\n", "\n", "## Learning objectives\n", - "- Use `GCRCatalogs` to access the protoDC2 or cosmoDC2 catalogs. \n", + "- Use `GCRCatalogs` to access the cosmoDC2, roman_rubin or skysim catalogs. \n", "- Be able to explore useful quantities using `GCRCatalogs`.\n", "- Be able to use filters when accessing quantities." ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 1, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import GCRCatalogs" @@ -27,8 +29,10 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 2, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import numpy as np\n", @@ -37,19 +41,52 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "gc = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_small')" + "### Uncomment the line corresponding to the catalog you're inspecting" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 3, + "metadata": { + "tags": [] + }, "outputs": [], + "source": [ + "gc = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4_small')\n", + "#gc = GCRCatalogs.load_catalog('skysim5000_v1.1.2_small')\n", + "#gc = GCRCatalogs.load_catalog('roman_rubin_2023_v1.1.1_elais')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['baseDC2/target_halo_mass',\n", + " 'blackHoleMass',\n", + " 'diskMassStellar',\n", + " 'halo_mass',\n", + " 'hostHaloMass',\n", + " 'spheroidMassStellar',\n", + " 'stellar_mass',\n", + " 'stellar_mass_bulge',\n", + " 'stellar_mass_disk',\n", + " 'totalMassStellar']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# let's see what masses are availble \n", "sorted(c for c in gc.list_all_quantities(True) if 'mass' in c.lower())" @@ -64,9 +101,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = gc.get_quantities(['stellar_mass', 'halo_mass'], filters=['redshift < 0.2', 'is_central'])\n", "cs = plt.hexbin(np.log10(data['halo_mass']), np.log10(data['stellar_mass']), cmap='Blues', bins='log');\n", @@ -85,9 +135,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = gc.get_quantities(['stellar_mass', 'halo_mass'], filters=['redshift > 0.9', 'redshift < 1', 'is_central'])\n", "cs = plt.hexbin(np.log10(data['halo_mass']), np.log10(data['stellar_mass']), cmap='Blues', bins='log');\n", @@ -106,9 +169,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 7, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_2043229/979526351.py:2: RuntimeWarning: divide by zero encountered in log10\n", + " cs = plt.hexbin(np.log10(data['stellar_mass_bulge']), np.log10(data['blackHoleMass']), cmap='Blues', bins='log');\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = gc.get_quantities(['stellar_mass_bulge', 'blackHoleMass'], filters=['redshift < 0.2', 'is_central'])\n", "cs = plt.hexbin(np.log10(data['stellar_mass_bulge']), np.log10(data['blackHoleMass']), cmap='Blues', bins='log');\n", @@ -116,6 +200,13 @@ "plt.xlabel(r'$\\log \\, {\\rm M}_{\\rm bulge} \\, / \\, {\\rm M}_\\odot$');\n", "plt.ylabel(r'$\\log \\, {\\rm M}_{\\rm BH} \\, / \\, {\\rm M}_\\odot$');" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -134,9 +225,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.10.13" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }