{ "cells": [ { "cell_type": "markdown", "id": "9e40d9a7", "metadata": {}, "source": [ "# LSST SRD Redshift Distributions and Tomographic Binning\n", "Use this notebook to generate the LSST SRD* redshift distributions (source and lens galaxy samples ofr appropriate LSST epochs) and to perform the tomographic binning of those samples.\n", "\n", "*SRD stands for [Science Requirements Document](https://arxiv.org/abs/1809.01669)" ] }, { "cell_type": "code", "execution_count": 1, "id": "080345b2", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:43.572971Z", "start_time": "2024-05-28T16:25:41.855267Z" } }, "outputs": [], "source": [ "from binning import Binning\n", "import cmasher as cmr\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from srd_redshift_distributions import SRDRedshiftDistributions" ] }, { "cell_type": "markdown", "id": "62034c70df975ae7", "metadata": {}, "source": [ "## Note on the SRD redshift distributions\n", "The overall redshift distribution of galaxies for LSST is a Smail-type parametrisation of the form:\n", "\n", "\n", "\\begin{equation}\n", "N (z) = \\left( \\frac{z}{z_0} \\right) ^\\beta \\exp \\left[ - \\left( \\frac{z}{z_0} \\right) ^\\alpha\\right] ,\n", "\\end{equation}\n", "where $z$ is the redshift, $z_0$ is the pivot redshift, and $\\alpha$ and $\\beta$ the power law indices. The pivot redshfit and power law indices have different values for lens and source galaxies and for forecast years. These values are stored in the parameters.yaml file and the details can be found in the [LSST DESC Science Requirement Document (SRD)](https://arxiv.org/abs/1809.01669)\n", "\n", "The function `get_redshfit_distribution()` from the `SRDRedshiftDistributions` class will output the redshift distribution. The redshift distribution will be normalised by default. This can be omitted by setting the normalisation argument to False. \n", "There is also a default setting to automatically save the redshfit range and the redshift distribution to a .csv file. If you do not wish to export the result to file, change the argument save_file to False." ] }, { "cell_type": "markdown", "id": "60b0ec11", "metadata": {}, "source": [ "## Generate the redshift distributions" ] }, { "cell_type": "code", "execution_count": 2, "id": "d2a5a8a8", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:43.619019Z", "start_time": "2024-05-28T16:25:43.574960Z" } }, "outputs": [], "source": [ "# Define the redshift interval and forecast years\n", "redshift_range = np.linspace(0.0, 3.5, 500)\n", "forecast_years = [\"1\", \"10\"] # LSST forecasting epochs\n", "\n", "# Create a dictionary to store the redshift distributions\n", "# for each forecast year and galaxy sample\n", "redshift_distribution = {\n", " \"sources\": {},\n", " \"lenses\": {}\n", "}\n", "\n", "for year in forecast_years:\n", " source_dist = SRDRedshiftDistributions(redshift_range, \n", " galaxy_sample=\"source_sample\",\n", " forecast_year=year)\n", " lens_dist = SRDRedshiftDistributions(redshift_range, \n", " galaxy_sample=\"lens_sample\",\n", " forecast_year=year)\n", "\n", " redshift_distribution[\"sources\"][year] = source_dist.get_redshift_distribution(normalised=True,\n", " save_file=False)\n", " redshift_distribution[\"lenses\"][year] = lens_dist.get_redshift_distribution(normalised=True,\n", " save_file=False)\n", "\n", "# Uncomment to check if the dictionary is populated correctly\n", "# print(redshift_distribution[\"sources\"].keys())\n" ] }, { "cell_type": "markdown", "id": "51dc1a2b5a68f52a", "metadata": {}, "source": [ "# Plot LSST Lens and Source Sample Distributions" ] }, { "cell_type": "code", "execution_count": 3, "id": "8f4f662f9d7eb511", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:43.623974Z", "start_time": "2024-05-28T16:25:43.620256Z" } }, "outputs": [], "source": [ "# Set global line width and font sizes\n", "plt.rcParams['lines.linewidth'] = 3\n", "plt.rcParams['axes.labelsize'] = 15\n", "plt.rcParams['axes.titlesize'] = 18\n", "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "plt.rcParams['legend.fontsize'] = 15" ] }, { "cell_type": "code", "execution_count": 4, "id": "f3b66d87b9167faa", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:43.980474Z", "start_time": "2024-05-28T16:25:43.625877Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the colors and sample types\n", "colors = {'sources': 'orange',\n", " 'lenses': 'steelblue'}\n", "sample_types = ['sources', 'lenses']\n", "titles = {'sources': 'LSST Source Sample',\n", " 'lenses': 'LSST Lens Sample'}\n", "\n", "# Create 1x2 grid of subplots\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Loop through sample types to create the plots\n", "for ax, sample_type in zip(axs, sample_types):\n", " ax.plot(redshift_range, redshift_distribution[sample_type]['1'], label='Year 1', linestyle='-', color=colors[sample_type])\n", " ax.plot(redshift_range, redshift_distribution[sample_type]['10'], label='Year 10', linestyle='--', color=colors[sample_type])\n", " ax.set_title(titles[sample_type])\n", " ax.set_xlabel('Redshift')\n", " ax.set_ylabel('Redshift Distribution')\n", " ax.tick_params(direction='in')\n", " ax.legend(frameon=False)\n", "\n", "# Show the plot\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "a8dc3ff9", "metadata": {}, "source": [ "## Perform the binning procedure\n", "The code will automatically slice the redshift distribution into appropriate bins, depending on the galaxy sample (lens or source) and forecast year (1 or 10).\n", "\n", "The output (bins) will be normalised by default and output is a dictionary. The normalisation can be skipped by setting normalised argument to false.\n", "Functions `source_bins()` and `lens_bins()` from the `Binning` class can also autmatically save the results as a .csv file. The first column will be the redshfit interval. Bins will be in the other columns with the dictionary keys as column headers. If you do not wish to save the file as a .csv, simply set the save_file argument to false." ] }, { "cell_type": "code", "execution_count": 5, "id": "2f352912", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:44.070143Z", "start_time": "2024-05-28T16:25:43.982039Z" } }, "outputs": [], "source": [ "# Define a dictionary to store the bins\n", "bins = {\n", " \"sources\": {},\n", " \"lenses\": {}\n", "}\n", "param_file = \"parameters/lsst_desc_parameters.yaml\"\n", "# Perform the binning procedure\n", "for year in forecast_years:\n", " bins[\"sources\"][year] = Binning(param_file,\n", " redshift_range,\n", " redshift_distribution[\"sources\"][year],\n", " year).source_bins(normalised=True,\n", " save_file=False)\n", " bins[\"lenses\"][year] = Binning(param_file,\n", " redshift_range, \n", " redshift_distribution[\"lenses\"][year],\n", " year).lens_bins(normalised=True,\n", " save_file=False)\n", "\n" ] }, { "cell_type": "markdown", "id": "4c593181", "metadata": {}, "source": [ "## Plot the Tomographic Bins\n", "Plot the results to inspect visually." ] }, { "cell_type": "code", "execution_count": 6, "id": "97ab01596138e61b", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:44.077613Z", "start_time": "2024-05-28T16:25:44.071856Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Define colors for plots\n", "lens_colors = {\n", " \"1\": cmr.take_cmap_colors('cmr.freeze',\n", " len(bins[\"lenses\"][\"1\"]), \n", " cmap_range=(0.2, 0.85), \n", " return_fmt='hex'),\n", " \"10\": cmr.take_cmap_colors('cmr.freeze', len(bins[\"lenses\"][\"10\"]), cmap_range=(0.2, 0.85), return_fmt='hex')\n", "}\n", "\n", "source_colors = {\n", " \"1\": cmr.take_cmap_colors('cmr.ember', \n", " len(bins[\"sources\"][\"1\"]),\n", " cmap_range=(0.2, 0.85),\n", " return_fmt='hex'),\n", " \"10\": cmr.take_cmap_colors('cmr.ember',\n", " len(bins[\"sources\"][\"10\"]),\n", " cmap_range=(0.2, 0.85),\n", " return_fmt='hex')\n", "}" ] }, { "cell_type": "markdown", "id": "68e50365", "metadata": {}, "source": [ "### Lens sample bins" ] }, { "cell_type": "code", "execution_count": 7, "id": "3a28966da0e5e0a9", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:44.776213Z", "start_time": "2024-05-28T16:25:44.078869Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(20,7))\n", "\n", "for idx, year in enumerate(forecast_years):\n", " ax = axes[idx]\n", " for bin_idx, (key, data) in enumerate(bins[\"lenses\"][year].items()):\n", " ax.plot(redshift_range,\n", " data, \n", " label=f\"Bin {key+1}\",\n", " color=lens_colors[year][bin_idx])\n", " ax.set_xlim(0.01, 1.5)\n", " ax.set_xlabel(\"redshift\", fontsize=20)\n", " ax.set_ylabel(\"integrated $N(z)$ in bins\", fontsize=20)\n", " ax.set_title(f\"LSST Lens Bins for Year {year}\", fontsize=20)\n", " ax.tick_params(direction='in')\n", " ax.legend(frameon=False, ncol=1)\n", " ax.tick_params(axis='both', which='major', labelsize=15)" ] }, { "cell_type": "markdown", "id": "83db43ee", "metadata": {}, "source": [ "### Source sample bins" ] }, { "cell_type": "code", "execution_count": 8, "id": "9cfdc058bb62e6d1", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:45.311295Z", "start_time": "2024-05-28T16:25:44.777775Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(20,7))\n", "\n", "for idx, year in enumerate(forecast_years):\n", " ax = axes[idx]\n", " for bin_idx, (key, data) in enumerate(bins[\"sources\"][year].items()):\n", " ax.plot(redshift_range,\n", " data, \n", " label=f\"Bin {key+1}\",\n", " color=source_colors[year][bin_idx])\n", " ax.set_xlabel(\"redshift\", fontsize=20)\n", " ax.set_ylabel(\"integrated $N(z)$ in bins\", fontsize=20)\n", " ax.set_title(f\"LSST Source Bins for Year {year}\", fontsize=20)\n", " ax.tick_params(direction='in')\n", " ax.legend(frameon=False, ncol=1)\n", " ax.tick_params(axis='both', which='major', labelsize=15)" ] }, { "cell_type": "markdown", "id": "f56dbd6f61ca82e5", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Get Bin Centers\n", "Binning class has a method that allows to get the bin centers for a given binning scheme.\n", " The method returns a dictionary with the bin centers for each binning scheme (\"sources\" and \"lenses\"). \n", " You can also save the bin centers as a .npy file by setting the save_file argument to true.\n", " **Note** that when you initialise the Binning class for a given forecast year, the output will be the bin centers for that forecast year.\n", " If you wish to obtain the bin centers for a different forecast year, you will need to initialise the Binning class again with the appropriate forecast year.\n", " The bin centers are rounded to 2 decimal places by default. You can change this by setting the round argument to a positive integer.\n", " " ] }, { "cell_type": "code", "execution_count": 9, "id": "e3f5c9a91e55318d", "metadata": { "ExecuteTime": { "end_time": "2024-05-28T16:25:45.397527Z", "start_time": "2024-05-28T16:25:45.313016Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['sources', 'lenses'])\n", "dict_keys(['sources', 'lenses'])\n", "bin centers for sources year 1: [0.26, 0.44, 0.64, 0.89, 1.23], \n", " bin centers for lenses year 1: [0.32, 0.49, 0.69, 0.88, 1.08]\n", "bin centers for sources year 10: [0.34, 0.58, 0.85, 1.19, 1.68], \n", " bin centers for lenses year 10: [0.26, 0.35, 0.45, 0.55, 0.65, 0.74, 0.84, 0.95, 1.05, 1.14]\n" ] } ], "source": [ "bin_centers_y1 = Binning(param_file,\n", " redshift_range, \n", " redshift_distribution[\"sources\"][\"1\"],\n", " \"1\").get_bin_centers(save_file=False, decimal_places=2)\n", "\n", "bin_centers_y10 = Binning(param_file,\n", " redshift_range, \n", " redshift_distribution[\"sources\"][\"10\"],\n", " \"10\").get_bin_centers(save_file=False, decimal_places=2)\n", "\n", "print(bin_centers_y1.keys())\n", "print(bin_centers_y10.keys())\n", "print(f\"bin centers for sources year 1: {bin_centers_y1['sources']}, \\n bin centers for lenses year 1: {bin_centers_y1['lenses']}\")\n", "print(f\"bin centers for sources year 10: {bin_centers_y10['sources']}, \\n bin centers for lenses year 10: {bin_centers_y10['lenses']}\")\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "3cccfec5-ddfc-4646-83b0-75621496314a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 5 }