Updated labels

redback/priors/arnett.prior

@@ -1,7 +1,7 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
 f_nickel = LogUniform(1e-3,1,name='f_nickel', latex_label = r'$f_{\mathrm{Ni}}$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}} [km/s]$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$ [k]')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')

redback/priors/arnett_bolometric.prior

@@ -1,5 +1,7 @@
 f_nickel = LogUniform(1e-3,1,name='f_nickel', latex_label = r'$f_{\mathrm{Ni}}$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}} [km/s]$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_{\odot})$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+
+

redback/priors/basic_magnetar.prior

@@ -1,4 +1,4 @@
-p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$p_{0} [ms]$')
-bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}$ [10$^{14}$G]')
-mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M [M_{\odot}]$')
-theta_pb = Uniform(0, 3.14, 'theta_pb', latex_label = r'$\theta_{\mathrm{PB}}$')
+p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}~(10^{14}~\mathrm{G})$')
+mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}}~(M_\odot)$')
+theta_pb = Uniform(0, 3.14, 'theta_pb', latex_label = r'$\\theta_{\mathrm{PB}}~({\mathrm{rad}})$')

redback/priors/basic_magnetar_powered.prior

@@ -1,10 +1,10 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$p_{0} [ms]$')
-bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}$ [10$^{14}$G]')
-mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}} [M_{\odot}]$')
-theta_pb = Uniform(0, 3.14/2, 'theta_pb', latex_label = r'$\\theta_{P-B}$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}} [km/s]$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$ [k]')
+p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}~(10^{14}~\mathrm{G})$')
+mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}}~(M_\odot)$')
+theta_pb = Uniform(0, 3.14/2, 'theta_pb', latex_label = r'$\\theta_{\mathrm{PB}}~({\mathrm{rad}})$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_{\odot})$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')

redback/priors/basic_magnetar_powered_bolometric.prior

@@ -1,8 +1,8 @@
-p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$p_{0} [ms]$')
-bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}$ [10$^{14}$G]')
-mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}} [M_{\odot}]$')
-theta_pb = Uniform(0, 3.14/2, 'theta_pb', latex_label = r'$\\theta_{P-B}$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}$ [km/s]')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
+p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}~(10^{14}~\mathrm{G})$')
+mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}}~(M_\odot)$')
+theta_pb = Uniform(0, 3.14/2, 'theta_pb', latex_label = r'$\\theta_{\mathrm{PB}}~({\mathrm{rad}})$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_{\odot})$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')

redback/priors/basic_mergernova.prior

@@ -1,11 +1,11 @@
 redshift = Uniform(1e-6, 0.1, 'redshift', latex_label = r'$z$')
-ejecta_radius = LogUniform(1e9, 1e10, 'ejecta_radius', latex_label = r'$R_{\mathrm{ejecta}}$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-beta = Uniform(0.1, 0.7, 'beta', latex_label = r'$v_{\mathrm{ej}} [c]$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-n_ism = LogUniform(1e-4, 1, 'n_ism', latex_label = r'$m_{\mathrm{ism}}$')
-p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$p_{0} [ms]$')
-bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}$ [10$^{14}$G]')
-mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M [M_{\odot}]$')
-theta_pb = Uniform(0, 1.57, 'theta_pb', latex_label = r'$\theta_{\mathrm{PB}}$')
-thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label='$\epsilon_{\mathrm{th}}$')
+ejecta_radius = LogUniform(1e9, 1e10, 'ejecta_radius', latex_label = r'$R_{\mathrm{ejecta}}~({\mathrm{cm}})$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+beta = Uniform(0.1, 0.7, 'beta', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+n_ism = LogUniform(1e-4, 1, 'n_ism', latex_label = r'$n_{\mathrm{ism}}~({\mathrm{cm}}^{-3})$')
+p0 = LogUniform(0.7, 10e3, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(1e-4,1e4,'bp',latex_label = r'$B_{p}~(10^{14}~\mathrm{G})$')
+mass_ns = Uniform(1.1, 2.2, 'mass_ns', latex_label = r'$M_{\mathrm{NS}}~(M_\odot)$')
+theta_pb = Uniform(0, 1.57, 'theta_pb', latex_label = r'$\\theta_{\mathrm{PB}}~({\mathrm{rad}})$')
+thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label=r'$\\epsilon_{\mathrm{th}}$')

redback/priors/bulla_bns_kilonova.prior

@@ -1,5 +1,5 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej_dyn = Uniform(0.001, 0.02, 'mej_dyn', latex_label = r'$M_{\mathrm{ej-dyn}} [M_{\odot}]$')
-mej_disk = Uniform(0.01, 0.13, 'mej_disk', latex_label = r'$M_{\mathrm{ej-disk}} [M_{\odot}]$')
-phi = Uniform(0,90, 'phi', latex_label = r'$\phi$')
-costheta_obs = Uniform(0,1, 'costheta_obs', latex_label = r'$\cos\theta_{\mathrm{obs}}$')
+mej_dyn = Uniform(0.001, 0.02, 'mej_dyn', latex_label = r'$M_{\mathrm{ej-dyn}}~(M_{\odot})$')
+mej_disk = Uniform(0.01, 0.13, 'mej_disk', latex_label = r'$M_{\mathrm{ej-disk}}~(M_{\odot})$')
+phi = Uniform(0,90, 'phi', latex_label = r'$\\phi~(^\circ)$')
+costheta_obs = Uniform(0,1, 'costheta_obs', latex_label = r'$\cos~\\theta_{\mathrm{obs}}$')

redback/priors/bulla_nsbh_kilonova.prior

@@ -1,4 +1,4 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej_dyn = Uniform(0.01, 0.09, 'mej_dyn', latex_label = r'$M_{\mathrm{ej-dyn}} [M_{\odot}]$')
-mej_disk = Uniform(0.01, 0.09, 'mej_disk', latex_label = r'$M_{\mathrm{ej-disk}} [M_{\odot}]$')
-costheta_obs = Uniform(0,1, 'costheta_obs', latex_label = r'$\cos\theta_{\mathrm{obs}}$')
+mej_dyn = Uniform(0.01, 0.09, 'mej_dyn', latex_label = r'$M_{\mathrm{ej-dyn}}~(M_{\odot})$')
+mej_disk = Uniform(0.01, 0.09, 'mej_disk', latex_label = r'$M_{\mathrm{ej-disk}}~(M_{\odot})$')
+costheta_obs = Uniform(0,1, 'costheta_obs', latex_label = r'$\cos~\\theta_{\mathrm{obs}}$')

redback/priors/cocoon.prior

@@ -1,13 +1,13 @@
 redshift = Uniform(0.01, 3, 'redshift', latex_label=r'$z$')
 umax = Uniform(0.15, 0.7, 'umax', latex_label=r'$U_{\mathrm{max}}$')
 umin = Uniform(0.1, 0.15, 'umin', latex_label=r'$U_{\mathrm{min}}$')
-loge0 = Uniform(45, 50, 'loge0', latex_label=r'$\log_{10} E_{i}$')
+loge0 = Uniform(45, 50, 'loge0', latex_label=r'$\log_{10}~E_{i} / {\mathrm{erg}}$')
 k = Uniform(0.5, 4, 'k', latex_label=r'$k$')
-mej = Uniform(1e-3, 0.07, 'mej', latex_label=r'Ejecta mass$M_{\odot}$')
-logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10} n_{\mathrm{ism}}$')
+mej = Uniform(1e-3, 0.07, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10}~n_{\mathrm{ism}} / {\mathrm{cm}}^{-3}$')
 p = Uniform(2, 3, 'p', latex_label=r'$p$')
-logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10} \epsilon_{e}$')
-logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10} \epsilon_{B}$')
+logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10}~\\epsilon_{e}$')
+logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10}~\\epsilon_{B}$')
 ksin = Uniform(0., 1., 'ksin', latex_label=r'$\\xi_{N}$')
-g0 = Uniform(1,100, 'g0', latex_label=r'$\Gamma_{0}$')
+g0 = Uniform(1,100, 'g0', latex_label=r'$\\Gamma_{0}$')
 #max_energy = Constraint(minimum=1e50,maximum=6e51)

redback/priors/collapsing_magnetar.prior

@@ -1,6 +1,6 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$A_{1}$')
 alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
 l0 = LogUniform(1e-20, 1e5, 'l0', latex_label = r'$L_{0}$')
-tau = LogUniform(1e2, 1e6, 'tau', latex_label = r'$\\tau$')
+tau = LogUniform(1e2, 1e6, 'tau', latex_label = r'$\\tau~({\mathrm{s}})$')
 nn = Uniform(1.1, 7, 'nn', latex_label= r'$n$')
-tcol = LogUniform(10, 1e8, 'tcol', latex_label= r'$t_\mathrm{col}$')
+tcol = LogUniform(10, 1e8, 'tcol', latex_label= r'$t_{\mathrm{col}}~({\mathrm{s}})$')

redback/priors/collapsing_radiative_losses.prior

@@ -3,7 +3,7 @@ alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
 l0 = LogUniform(1e-20, 1e5, 'l0', latex_label = r'$L_{0}$')
 tau = LogUniform(1e2, 1e6, 'tau', latex_label = r'$\\tau$')
 nn = Uniform(1.1, 7, 'nn', latex_label= r'$n$')
-tcol = LogUniform(10, 1e8, 'tcol', latex_label= r'$t_\mathrm{col}$')
-kappa = LogUniform(1e-2, 10, 'kappa', latex_label= r'$\kappa$')
-t0_s = Uniform(1, 1000, 't0_s', latex_label= r'$T_{0}$')
-log_e0 = Uniform(-10, 2, 'log_e0', latex_label = r'$\log_{10} E_{0}$')
+tcol = LogUniform(10, 1e8, 'tcol', latex_label= r'$t_{\mathrm{col}}~({\mathrm{s}})$')
+kappa = LogUniform(1e-2, 10, 'kappa', latex_label= r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+t0_s = Uniform(1, 1000, 't0_s', latex_label= r'$T_{0}~({\mathrm{s}})$')
+log_e0 = Uniform(-10, 2, 'log_e0', latex_label = r'$\log_{10}~E_{0} / {\mathrm{erg}}$')

redback/priors/cone_afterglow.prior

@@ -1,12 +1,12 @@
 redshift = Uniform(0.01, 3, 'redshift', latex_label=r'$z$')
-thv = Sine(name='thv', maximum=np.pi/2, latex_label=r'$\\theta_{\mathrm{observer}}$')
-loge0 = Uniform(44, 54, 'loge0', latex_label=r'$\log_{10} E_{0}$')
-thc = Uniform(0.01, 0.1, 'thc', latex_label=r'$\\theta_{\mathrm{core}}$')
+thv = Sine(name='thv', maximum=np.pi/2, latex_label=r'$\\theta_{\mathrm{observer}}~({\mathrm{rad}})$')
+loge0 = Uniform(44, 54, 'loge0', latex_label=r'$\log_{10}~E_{0}/{\mathrm{erg}}$')
+thc = Uniform(0.01, 0.1, 'thc', latex_label=r'$\\theta_{\mathrm{core}}~({\mathrm{rad}})$')
 thw = Uniform(1, 8, 'thw', latex_label=r'$\\theta_{\mathrm{truncation}}$')
 beta = Uniform(0.5, 10, 'beta', latex_label=r'$\\beta$')
-logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10} n_{\mathrm{ism}}$')
+logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10}~n_{\mathrm{ism}}/{\mathrm{cm}}^{-3}$')
 p = Uniform(2, 3, 'p', latex_label=r'$p$')
-logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10} \epsilon_{e}$')
-logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10} \epsilon_{B}$')
+logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10}~\\epsilon_{e}$')
+logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10}~\\epsilon_{B}$')
 ksin = Uniform(0., 1., 'ksin', latex_label=r'$\\xi_{N}$')
-g0 = Uniform(100,2000, 'g0', latex_label=r'$\Gamma_{0}$')
+g0 = Uniform(100,2000, 'g0', latex_label=r'$\\Gamma_{0}$')

redback/priors/csm_interaction.prior

@@ -1,10 +1,10 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-csm_mass = LogUniform(1e-4, 100, 'csm_mass', latex_label = r'$M_{\mathrm{csm}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}} [km/s]$')
-eta = Uniform(0, 1, 'eta', latex_label = r'$\\eta$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+csm_mass = LogUniform(1e-4, 100, 'csm_mass', latex_label = r'$M_{\mathrm{csm}}~(M_\odot)$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+eta = Uniform(0, 1, '\\eta', latex_label = r'$\\eta$')
 rho = Uniform(8, 12, 'rho', latex_label = r'$\\rho$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-r0 = Uniform(4, 8, 'r0', latex_label=r'$r_0$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$ [k]')
+r0 = Uniform(4, 8, 'r0', latex_label=r'$r_0~({\mathrm{AU}})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')

redback/priors/csm_nickel.prior

@@ -1,11 +1,11 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
 f_nickel = LogUniform(1e-3,1,name='f_nickel', latex_label = r'$f_{\mathrm{Ni}}$')
-csm_mass = LogUniform(1e-4, 100, 'csm_mass', latex_label = r'$M_{\mathrm{csm}} [M_{\odot}]$')
-ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{k}} [erg]$')
-eta = Uniform(0, 1, 'eta', latex_label = r'$\\eta$')
+csm_mass = LogUniform(1e-4, 100, 'csm_mass', latex_label = r'$M_{\mathrm{csm}}~(M_\odot)$')
+ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{kin}}~(\mathrm{ erg})$')
+eta = Uniform(0, 1, '\\eta', latex_label = r'$\\eta$')
 rho = Uniform(8, 12, 'rho', latex_label = r'$\\rho$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-r0 = Uniform(4, 8, 'r0', latex_label=r'$r_0$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$ [k]')
+r0 = Uniform(4, 8, 'r0', latex_label=r'$r_0~({\mathrm{AU}})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')

redback/priors/evolving_magnetar.prior

@@ -1,8 +1,8 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$a_{1}$')
 alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
-p0 = Uniform(0.7e-3, 1, 'p0', latex_label = r'$P_{0} [s]$')
-mu0 = Uniform(1e-3, 10, 'mu0', latex_label = r'$\mu_{0} [10^{33} G cm^{3}]$')
-muinf = Uniform(1e-3, 10, 'muinf', latex_label = r'$\mu_{\inf} [10^{33} G cm^3]$')
-sinalpha0 = Uniform(1e-3, 0.99, 'sinalpha0', latex_label = r'$\sin\\alpha_{0}$')
-tm = Uniform(1e-3, 100, 'tm', latex_label = r'$t_{m} [days]$')
-II = LogUniform(1e45, 1e46, 'II', latex_label = r'$I$')
+p0 = Uniform(0.7e-3, 1, 'p0', latex_label = r'$P_{0}~(\mathrm{s})$')
+mu0 = Uniform(1e-3, 10, 'mu0', latex_label = r'$\mu_{0}~(10^{33}~\mathrm{G}_{ }\,\mathrm{cm}^{3})$')
+muinf = Uniform(1e-3, 10, 'muinf', latex_label = r'$\mu_{\inf}~(10^{33}~\mathrm{G}_{ }\,\mathrm{cm}^{3})$')
+sinalpha0 = Uniform(1e-3, 0.99, 'sinalpha0', latex_label = r'$\sin~\\alpha_{0}$')
+tm = Uniform(1e-3, 100, 'tm', latex_label = r'$t_{m}~(\mathrm{day})$')
+II = LogUniform(1e45, 1e46, 'II', latex_label = r'$I~({\mathrm{g_{}cm}})^2$')

redback/priors/evolving_magnetar_only.prior

@@ -1,6 +1,6 @@
-p0 = Uniform(0.7e-3, 1, 'p0', latex_label = r'$P_{0} [s]$')
-mu0 = Uniform(1e-3, 10, 'mu0', latex_label = r'$\mu_{0} [10^{33} G cm^{3}]$')
-muinf = Uniform(1e-3, 10, 'muinf', latex_label = r'$\mu_{\inf} [10^{33} G cm^3]$')
-sinalpha0 = Uniform(1e-3, 0.99, 'sinalpha0', latex_label = r'$\sin\\alpha_{0}$')
-tm = Uniform(1e-3, 100, 'tm', latex_label = r'$t_{m} [days]$')
-II = LogUniform(1e45, 1e46, 'II', latex_label = r'$I$')
+p0 = Uniform(0.7e-3, 1, 'p0', latex_label = r'$P_{0}~(\mathrm{s})$')
+mu0 = Uniform(1e-3, 10, 'mu0', latex_label = r'$\mu_{0}~(10^{33}~\mathrm{G}_{ }\,\mathrm{cm}^{3})$')
+muinf = Uniform(1e-3, 10, 'muinf', latex_label = r'$\mu_{\inf}~(10^{33}~\mathrm{G}_{ }\,\mathrm{cm}^{3})$')
+sinalpha0 = Uniform(1e-3, 0.99, 'sinalpha0', latex_label = r'$\sin~\\alpha_{0}$')
+tm = Uniform(1e-3, 100, 'tm', latex_label = r'$t_{m}~(\mathrm{day})$')
+II = LogUniform(1e45, 1e46, 'II', latex_label = r'$I~({\mathrm{g_{}\,cm}})^2$')

redback/priors/exponential_powerlaw_bolometric.prior

@@ -1,8 +1,8 @@
-lbol_0 = LogUniform(1e36,1e48,name='lbol_0', latex_label = r'$L_{\mathrm{bol}~0}$')
+lbol_0 = LogUniform(1e36,1e48,name='lbol_0', latex_label = r'$L_{\mathrm{bol}~0}~({\mathrm{erg/s}})$')
 alpha_1 = Uniform(0,10,name='alpha_1',latex_label='$\\alpha_{1}$')
 alpha_2 = Uniform(0,10,name='alpha_2',latex_label='$\\alpha_{2}$')
-tpeak_d = LogUniform(0.001,200,name='tpeak', latex_label = r'$t_{\mathrm{peak}}$~[days]')
-mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}} [km/s]$')
-kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
+tpeak_d = LogUniform(0.001,200,name='tpeak', latex_label = r'$t_{\mathrm{peak}}~({\mathrm{day}})$')
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = LogUniform(1e3, 1e5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+kappa = Uniform(0.05, 2, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')