{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the globular cluster catalog" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tstrippy\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These data were taken from [Bumgardt's website](https://people.smp.uq.edu.au/HolgerBaumgardt/globular/). I extracted these data and reformated them into a fits file. This file is stored in `tstrippy/data/2023-03-28-merged.fits`. The file name is the date when I extracted the data from the website and it is *merged* because I took the columns I needed from the kinematic parameters and the structural parameters. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "GCdata=tstrippy.Parsers.baumgardtMWGCs().data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data columns are the:\n", "\n", "- **RA**: Right Ascension\n", "- **DEC**: Declination\n", "- **Rsun**: distance to the sun\n", "- **RV**: Line-of-Sight velocity (radial velocity)\n", "- **mualpha**: $\\mu_{\\alpha *}$=$\\mu_{\\alpha}\\cos(\\delta)$ the proper motion in right ascension\n", "- **mu_delta**: $\\mu_{\\delta}$ the proper motion in declination\n", "- **rhopmrade**: $\\rho_{\\alpha,\\delta}$, the correlation coefficient between the proper motions of the right ascension and declination\n", "- **Mass**: $M_\\odot$ the mass of the globular cluster in solar masses\n", "- **rh_m**: the half mass radius of the globular cluster\n", "\n", "and each of which have their associated uncertainties." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster\n", "RA\n", "DEC\n", "Rsun\n", "ERsun\n", "RV\n", "ERV\n", "mualpha\n", "ERmualpha\n", "mu_delta\n", "ERmu_delta\n", "rhopmrade\n", "Mass\n", "DM\n", "rh_m\n" ] } ], "source": [ "for key in GCdata.keys():\n", " print(key)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling the uncertainties\n", "You can pick a globular cluster and sample its covariance matrix. Note that there are no uncertainties reported the RA and DEC, since their uncertainties are orders of magnitude lower than the other quantities. Additionally, no uncertainty was reported for the half mass radius. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "targetGC = \"NGC5139\"\n", "Nsamples = 100\n", "GCobj=tstrippy.Parsers.baumgardtMWGCs()\n", "mean,cov=GCobj.getGCCovarianceMatrix(targetGC)\n", "samples = np.random.multivariate_normal(mean, cov, Nsamples)\n", "RA_all,DEC_all,Rsun_all,RV_all,mualpha_all,mu_delta_all,Mass_all,rh_m_all=samples.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, I'll make the plot nicer" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from matplotlib.patches import Ellipse\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({\n", " \"text.usetex\": True,\n", " \"font.family\": \"serif\",\n", " \"font.serif\": [\"Computer Modern Roman\"],\n", "})\n", "# Function to plot an ellipse\n", "def plot_cov_ellipse(mean, cov, ax, nstd=2, **kwargs):\n", " \"\"\"\n", " Plots an `nstd` sigma error ellipse based on the specified covariance matrix (`cov`)\n", " and mean (`mean`).\n", " Skips plotting if cov[0,0] * cov[1,1] is zero.\n", " color green if there is a covariance\n", " \"\"\"\n", "\n", " denom = cov[0, 0] * cov[1, 1]\n", " if np.isclose(denom, 0):\n", " return None\n", "\n", " pearson = cov[0, 1] / np.sqrt(denom)\n", " pearson = np.clip(pearson, -1, 1)\n", "\n", " kwargs.setdefault(\"color\", \"green\" if not np.isclose(pearson, 0) else \"blue\")\n", "\n", " ell_radius_x = np.sqrt(1 + pearson)\n", " ell_radius_y = np.sqrt(1 - pearson)\n", " ellipse = Ellipse((0, 0), width=ell_radius_x * 2, height=ell_radius_y * 2, **kwargs)\n", "\n", " scale_x = np.sqrt(cov[0, 0]) * nstd\n", " scale_y = np.sqrt(cov[1, 1]) * nstd\n", " transf = (\n", " plt.matplotlib.transforms.Affine2D()\n", " .rotate_deg(45)\n", " .scale(scale_x, scale_y)\n", " .translate(mean[0], mean[1])\n", " )\n", " ellipse.set_transform(transf + ax.transData)\n", "\n", " return ax.add_patch(ellipse,)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the arrays\n", "data = np.vstack([RA_all, DEC_all, Rsun_all, RV_all, mualpha_all, mu_delta_all, Mass_all, rh_m_all]).T\n", "labels = [r'$\\alpha$ $(\\deg)$', '$\\delta$ $(\\deg)$', r'$R_{\\textrm{sun}}$', r'$v_{\\textrm{LOS}}$', r'$\\mu_{\\alpha}\\cos(\\delta)$ (mas yr$^{-1}$)', r'$\\mu_{\\delta}$ (mas yr$^{-1}$)', r'Mass $(M_{\\odot})$', r'$r_{\\textrm{half mass}}$ (kpc)']\n", "\n", "# Create the corner plot\n", "fig, axes = plt.subplots(len(labels), len(labels), figsize=(15, 15))\n", "\n", "for i in range(len(labels)):\n", " for j in range(i+1):\n", " if i == j:\n", " axes[i, j].hist(data[:, i], bins=30, color='gray')\n", " else:\n", " axes[i, j].scatter(data[:, j], data[:, i], s=1)\n", " if i > j:\n", " plot_cov_ellipse(mean[[j, i]], cov[[j, i]][:, [j, i]], axes[i, j],alpha=0.5)\n", " if i < len(labels) - 1:\n", " axes[i, j].set_xticks([])\n", " else:\n", " axes[i, j].set_xlabel(labels[j])\n", " if j > 0:\n", " axes[i, j].set_yticks([])\n", " else:\n", " axes[i, j].set_ylabel(labels[i])\n", "\n", " for j in range(i+1, len(labels)):\n", " axes[i, j].axis('off')\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "tstrippy", "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": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 2 }