diff --git a/redback/priors/arnett.prior b/redback/priors/arnett.prior
index aab3b852a..9d75025da 100644
--- a/redback/priors/arnett.prior
+++ b/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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/arnett_bolometric.prior b/redback/priors/arnett_bolometric.prior
index 0a132b5b4..0e2aa7667 100644
--- a/redback/priors/arnett_bolometric.prior
+++ b/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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+
+
diff --git a/redback/priors/basic_magnetar.prior b/redback/priors/basic_magnetar.prior
index 84549dead..792eea314 100644
--- a/redback/priors/basic_magnetar.prior
+++ b/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'$\theta_{\mathrm{PB}}$')
\ No newline at end of file
+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'$\\theta_{\mathrm{PB}}~({\mathrm{rad}})$')
\ No newline at end of file
diff --git a/redback/priors/basic_magnetar_powered.prior b/redback/priors/basic_magnetar_powered.prior
index 228f5dcfa..215202c67 100644
--- a/redback/priors/basic_magnetar_powered.prior
+++ b/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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/basic_magnetar_powered_bolometric.prior b/redback/priors/basic_magnetar_powered_bolometric.prior
index 34dff5b46..6875a7637 100644
--- a/redback/priors/basic_magnetar_powered_bolometric.prior
+++ b/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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/basic_mergernova.prior b/redback/priors/basic_mergernova.prior
index fdcbf4660..0ce84ed06 100644
--- a/redback/priors/basic_mergernova.prior
+++ b/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='$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
+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'$\\epsilon_{\mathrm{th}}$')
\ No newline at end of file
diff --git a/redback/priors/bulla_bns_kilonova.prior b/redback/priors/bulla_bns_kilonova.prior
index cea2f63cc..65233ebf9 100644
--- a/redback/priors/bulla_bns_kilonova.prior
+++ b/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'$\cos\theta_{\mathrm{obs}}$')
\ No newline at end of file
+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'$\cos~\\theta_{\mathrm{obs}}$')
\ No newline at end of file
diff --git a/redback/priors/bulla_nsbh_kilonova.prior b/redback/priors/bulla_nsbh_kilonova.prior
index 5b7765e5e..ee08fbbff 100644
--- a/redback/priors/bulla_nsbh_kilonova.prior
+++ b/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'$\cos\theta_{\mathrm{obs}}$')
\ No newline at end of file
+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'$\cos~\\theta_{\mathrm{obs}}$')
\ No newline at end of file
diff --git a/redback/priors/cocoon.prior b/redback/priors/cocoon.prior
index 62bf039b1..97edddcc2 100644
--- a/redback/priors/cocoon.prior
+++ b/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)
diff --git a/redback/priors/collapsing_magnetar.prior b/redback/priors/collapsing_magnetar.prior
index bb9d8f9ab..a147edef7 100644
--- a/redback/priors/collapsing_magnetar.prior
+++ b/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'$t_{\mathrm{col}}~({\mathrm{s}})$')
diff --git a/redback/priors/collapsing_radiative_losses.prior b/redback/priors/collapsing_radiative_losses.prior
index f41243a10..ec11c6176 100644
--- a/redback/priors/collapsing_radiative_losses.prior
+++ b/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'$\log_{10} E_{0}$')
\ No newline at end of file
+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'$\log_{10}~E_{0} / {\mathrm{erg}}$')
\ No newline at end of file
diff --git a/redback/priors/cone_afterglow.prior b/redback/priors/cone_afterglow.prior
index 7712e2e2e..d5677aa45 100644
--- a/redback/priors/cone_afterglow.prior
+++ b/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'$\Gamma_{0}$')
\ No newline at end of file
+g0 = Uniform(100,2000, 'g0', latex_label=r'$\\Gamma_{0}$')
\ No newline at end of file
diff --git a/redback/priors/csm_interaction.prior b/redback/priors/csm_interaction.prior
index fed178c62..e802c501a 100644
--- a/redback/priors/csm_interaction.prior
+++ b/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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/csm_nickel.prior b/redback/priors/csm_nickel.prior
index 17e3fa45f..ac3f55094 100644
--- a/redback/priors/csm_nickel.prior
+++ b/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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/evolving_magnetar.prior b/redback/priors/evolving_magnetar.prior
index 3522c1bd7..233e723f6 100644
--- a/redback/priors/evolving_magnetar.prior
+++ b/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'$I~({\mathrm{g_{}cm}})^2$')
diff --git a/redback/priors/evolving_magnetar_only.prior b/redback/priors/evolving_magnetar_only.prior
index 50e123ffd..afbe15b82 100644
--- a/redback/priors/evolving_magnetar_only.prior
+++ b/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'$I~({\mathrm{g_{}\,cm}})^2$')
diff --git a/redback/priors/exponential_powerlaw_bolometric.prior b/redback/priors/exponential_powerlaw_bolometric.prior
index 513ba502d..ec3cb1c8c 100644
--- a/redback/priors/exponential_powerlaw_bolometric.prior
+++ b/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'$\kappa_{\gamma}$')
\ No newline at end of file
+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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/five_component_powerlaw.prior b/redback/priors/five_component_powerlaw.prior
index d4e37b3c9..5eda1e8a6 100644
--- a/redback/priors/five_component_powerlaw.prior
+++ b/redback/priors/five_component_powerlaw.prior
@@ -1,10 +1,10 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$A_{1}$')
 alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ }t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
-delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\Delta_{ } t_{2}$')
+delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\\Delta_{ }t_{2}$')
 alpha_3 = Uniform(-10, 0, 'alpha_3', latex_label = r'$\\alpha_{3}$')
-delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\Delta_{ } t_{3}$')
+delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\\Delta_{ }t_{3}$')
 alpha_4 = Uniform(-10, 0, 'alpha_4', latex_label = r'$\\alpha_{4}$')
-delta_time_four = LogUniform(1e-10, 1e6, 'delta_time_four', latex_label = r'$\Delta_{ } t_{4}$')
+delta_time_four = LogUniform(1e-10, 1e6, 'delta_time_four', latex_label = r'$\\Delta_{ }t_{4}$')
 alpha_5 = Uniform(-10, 0, 'alpha_5', latex_label = r'$\\alpha_{5}$')
diff --git a/redback/priors/four_component_powerlaw.prior b/redback/priors/four_component_powerlaw.prior
index 418607ca1..3487a6251 100644
--- a/redback/priors/four_component_powerlaw.prior
+++ b/redback/priors/four_component_powerlaw.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'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ }t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
-delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\Delta_{ } t_{2}$')
+delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\\Delta_{ }t_{2}$')
 alpha_3 = Uniform(-10, 0, 'alpha_3', latex_label = r'$\\alpha_{3}$')
-delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\Delta_{ } t_{3}$')
+delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\\Delta_{ }t_{3}$')
 alpha_4 = Uniform(-10, 0, 'alpha_4', latex_label = r'$\\alpha_{4}$')
diff --git a/redback/priors/gaussian.prior b/redback/priors/gaussian.prior
index 5be0f655e..1bd41c0e1 100644
--- a/redback/priors/gaussian.prior
+++ b/redback/priors/gaussian.prior
@@ -1,11 +1,11 @@
 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'$\\theta_{\mathrm{truncation}}$')
-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'$\\Gamma_{0}$')
diff --git a/redback/priors/gaussiancore.prior b/redback/priors/gaussiancore.prior
index 620bf4475..527ea1171 100644
--- a/redback/priors/gaussiancore.prior
+++ b/redback/priors/gaussiancore.prior
@@ -1,11 +1,11 @@
 redshift = Uniform(0.01, 3, 'redshift', latex_label=r'$z$')
-thv = Sine(maximum=np.pi/2, name='thv', 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(maximum=np.pi/2, name='thv', 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'$\\theta_{\mathrm{truncation}}$')
-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'$\\Gamma_{0}$')
diff --git a/redback/priors/gaussianrise_metzger_tde.prior b/redback/priors/gaussianrise_metzger_tde.prior
new file mode 100644
index 000000000..1b66771d9
--- /dev/null
+++ b/redback/priors/gaussianrise_metzger_tde.prior
@@ -0,0 +1,12 @@
+redshift = Uniform(1e-6, 3, 'redshift', latex_label = r'$z$')
+peak_time = LogUniform(0.1,60, name='peak_time', latex_label = r'$t_{\mathrm{peak}}~(\mathrm{day})$')
+sigma_t = LogUniform(10,60, name='sigma_t', latex_label = r'$\\sigma~(\mathrm{day})$')
+mbh_6 = LogUniform(0.01, 20, name='mbh_6', latex_label = r'$M_{\mathrm{BH}}~(10^{6}~M_\odot)$')
+stellar_mass = LogUniform(0.1, 10, name='stellar_mass', latex_label = r'$M_{\mathrm{star}}~(M_\odot)$')
+beta = LogUniform(1e-4, 0.1, name='beta', latex_label=r'$\\beta$')
+alpha = LogUniform(0.1, 1, name='alpha', latex_label=r'$\\alpha$')
+beta = LogUniform(0.5, 1, name='beta', latex_label=r'$\\beta$')
+beta = 0.9
+beta = 0.1
+alpha = 0.1
+mbh_6 = 1
\ No newline at end of file
diff --git a/redback/priors/gaussianrise_metzger_tde_bolometric.prior b/redback/priors/gaussianrise_metzger_tde_bolometric.prior
new file mode 100644
index 000000000..ed827124a
--- /dev/null
+++ b/redback/priors/gaussianrise_metzger_tde_bolometric.prior
@@ -0,0 +1,11 @@
+peak_time = LogUniform(0.1,60, name='peak_time', latex_label = r'$t_{\mathrm{peak}}~(\mathrm{day})$')
+sigma_t = LogUniform(10,60, name='sigma_t', latex_label = r'$\\sigma~(\mathrm{day})$')
+mbh_6 = LogUniform(0.01, 20, name='mbh_6', latex_label = r'$M_{\mathrm{BH}}~(10^{6}~M_\odot)$')
+stellar_mass = LogUniform(0.1, 10, name='stellar_mass', latex_label = r'$M_{\mathrm{star}}~(M_\odot)$')
+beta = LogUniform(1e-4, 0.1, name='beta', latex_label=r'$\\beta$')
+alpha = LogUniform(0.1, 1, name='alpha', latex_label=r'$\\alpha$')
+beta = LogUniform(0.5, 1, name='beta', latex_label=r'$\\beta$')
+beta = 0.9
+beta = 0.1
+alpha = 0.1
+mbh_6 = 1
\ No newline at end of file
diff --git a/redback/priors/general_magnetar.prior b/redback/priors/general_magnetar.prior
index a681a09d6..add4eac7d 100644
--- a/redback/priors/general_magnetar.prior
+++ b/redback/priors/general_magnetar.prior
@@ -1,5 +1,5 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$A_{1}$')
 alpha_1 = Uniform(-5, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ }t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
-delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\Delta_{ } t_{2}$')
+delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\\Delta_{ }t_{2}$')
diff --git a/redback/priors/general_magnetar_slsn.prior b/redback/priors/general_magnetar_slsn.prior
index 3f5a9f1a4..025664a77 100644
--- a/redback/priors/general_magnetar_slsn.prior
+++ b/redback/priors/general_magnetar_slsn.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(1e-6,3,name='redshift', latex_label = r'$z$')
-l0 = LogUniform(1e-40, 1e48, 'l0', latex_label = r'$L_{0}$')
-tsd = LogUniform(1e2, 1e6, 'tsd', latex_label = r'$\\tau_{sd}$')
+l0 = LogUniform(1e-40, 1e48, 'l0', latex_label = r'$L_{0}~({\mathrm{erg/s}})$')
+tsd = LogUniform(1e2, 1e6, 'tsd', latex_label = r'$\\tau_{sd}~({\mathrm{s}})$')
 nn = Uniform(1.1, 7, 'nn', latex_label = r'$n$')
-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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/general_mergernova.prior b/redback/priors/general_mergernova.prior
index 2a3394285..f7b64a181 100644
--- a/redback/priors/general_mergernova.prior
+++ b/redback/priors/general_mergernova.prior
@@ -1,10 +1,10 @@
 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'$m_{\mathrm{ism}}$')
+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'$v_{\mathrm{ej}}~(\mathrm{km}/\mathrm{s})$')
+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'$n_{\mathrm{ism}}~({\mathrm{cm}}^{-3})$')
 l0 = LogUniform(1e40, 1e50, 'l0', latex_label = r'$l_0$')
-tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}$')
+tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = r'$\\tau_{\mathrm{sd}}~({\mathrm{s}})$')
 nn = Uniform(2, 7, 'nn', latex_label='$n$')
-thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label='$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
+thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label=r'$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
diff --git a/redback/priors/general_mergernova_evolution.prior b/redback/priors/general_mergernova_evolution.prior
index 45370e6c3..db5e241f0 100644
--- a/redback/priors/general_mergernova_evolution.prior
+++ b/redback/priors/general_mergernova_evolution.prior
@@ -1,13 +1,13 @@
 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'$m_{\mathrm{ism}}$')
-logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10} B_{\mathrm{int}} [G]$')
-logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10} B_{\mathrm{ext}} [G]$')
-p0 = LogUniform(0.7e-3, 10, 'p0', latex_label = r'$p_{0} [s]$')
-chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}$')
-radius = Uniform(10, 13, 'radius', latex_label = r'$R [\mathrm{km}]$')
-logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10} I$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
\ No newline at end of file
+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'$n_{\mathrm{ism}}~({\mathrm{cm}}^{-3})$')
+logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10}~B_{\mathrm{int}}~(\mathrm{G})$')
+logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10}~B_{\mathrm{ext}}~(\mathrm{G})$')
+p0 = LogUniform(0.7e-3, 10, 'p0', latex_label = r'$P_{0}~(\mathrm{s})$')
+chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}~({\mathrm{rad}})$')
+radius = Uniform(10, 13, 'radius', latex_label = r'$R~(\mathrm{km})$')
+logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10}~I$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/general_mergernova_thermalisation.prior b/redback/priors/general_mergernova_thermalisation.prior
index 98f46ab7f..022262e59 100644
--- a/redback/priors/general_mergernova_thermalisation.prior
+++ b/redback/priors/general_mergernova_thermalisation.prior
@@ -1,10 +1,10 @@
 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'$m_{\mathrm{ism}}$')
+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'$n_{\mathrm{ism}}~({\mathrm{cm}}^{-3})$')
 l0 = LogUniform(1e40, 1e50, 'l0', latex_label = r'$l_0$')
-tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}$')
+tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = r'$\\tau_{\mathrm{sd}}~({\mathrm{s}})$')
 nn = Uniform(2, 7, 'nn', latex_label='$n$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
\ No newline at end of file
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/general_metzger_magnetar_driven.prior b/redback/priors/general_metzger_magnetar_driven.prior
index 39f79be2f..8f2264dff 100644
--- a/redback/priors/general_metzger_magnetar_driven.prior
+++ b/redback/priors/general_metzger_magnetar_driven.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
 beta = Uniform(3, 5, 'beta', latex_label=r'$\\beta$')
-kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\kappa$')
+kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
 l0 = LogUniform(1e40, 1e50, 'l0', latex_label = r'$l_0$')
-tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}$')
-nn = Uniform(2, 7, 'nn', latex_label='$n$')
-thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label='$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
+tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = r'$\\tau_{\mathrm{sd}}~({\mathrm{s}})$')
+nn = Uniform(2, 7, 'nn', latex_label=r'$n$')
+thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label=r'$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
diff --git a/redback/priors/general_metzger_magnetar_driven_evolution.prior b/redback/priors/general_metzger_magnetar_driven_evolution.prior
index 414075d7e..e5eb3260b 100644
--- a/redback/priors/general_metzger_magnetar_driven_evolution.prior
+++ b/redback/priors/general_metzger_magnetar_driven_evolution.prior
@@ -1,12 +1,12 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
 beta = Uniform(3, 5, 'beta', latex_label=r'$\\beta$')
-kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\kappa$')
-logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10} B_{\mathrm{int}} [G]$')
-logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10} B_{\mathrm{ext}} [G]$')
-p0 = LogUniform(0.7e-3, 10, 'p0', latex_label = r'$p_{0} [s]$')
-chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}$')
-radius = Uniform(10, 13, 'radius', latex_label = r'$R [\mathrm{km}]$')
-logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10} I$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
\ No newline at end of file
+kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10}~B_{\mathrm{int}}~(\mathrm{G})$')
+logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10}~B_{\mathrm{ext}}~(\mathrm{G})$')
+p0 = LogUniform(0.7e-3, 10, 'p0', latex_label = r'$P_{0}~(\mathrm{s})$')
+chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}~({\mathrm{rad}})$')
+radius = Uniform(10, 13, 'radius', latex_label = r'$R~(\mathrm{km})$')
+logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10}~I$')
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/general_metzger_magnetar_driven_thermalisation.prior b/redback/priors/general_metzger_magnetar_driven_thermalisation.prior
index f1bbde752..b70945355 100644
--- a/redback/priors/general_metzger_magnetar_driven_thermalisation.prior
+++ b/redback/priors/general_metzger_magnetar_driven_thermalisation.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
 beta = Uniform(3, 5, 'beta', latex_label=r'$\\beta$')
-kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\kappa$')
+kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
 l0 = LogUniform(1e40, 1e50, 'l0', latex_label = r'$l_0$')
-tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}$')
+tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}~({\mathrm{s}})$')
 nn = Uniform(2, 7, 'nn', latex_label='$n$')
-kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
\ No newline at end of file
+kappa_gamma = LogUniform(1e-4, 1e4, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/gw_magnetar.prior b/redback/priors/gw_magnetar.prior
index b9d987c8e..ec6eddf96 100644
--- a/redback/priors/gw_magnetar.prior
+++ b/redback/priors/gw_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'$\\alpha_{1}$')
 fgw0 = LogUniform(100, 3000, 'fgw0', latex_label = r'$f_{gw-0}$')
-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'$n$')
-log_ii = Uniform(44, 46, 'log_ii', latex_label = r'$\log_{10}I$')
\ No newline at end of file
+log_ii = Uniform(44, 46, 'log_ii', latex_label = r'$\log_{10}~I / ({\mathrm{g\,cm}}^{2})$')
\ No newline at end of file
diff --git a/redback/priors/homologous_expansion_supernova.prior b/redback/priors/homologous_expansion_supernova.prior
index 924bd9ce2..440b78fcc 100644
--- a/redback/priors/homologous_expansion_supernova.prior
+++ b/redback/priors/homologous_expansion_supernova.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'$M_{\mathrm{ej}} [M_{\odot}]$')
-ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{k}} [erg]$')
-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'$M_{\mathrm{ej}}~(M_\odot)$')
+ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{kin}}~(\mathrm{erg})$')
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/kasen_bns_kilonova.prior b/redback/priors/kasen_bns_kilonova.prior
index 9ef0c1d0c..70c9cf0b5 100644
--- a/redback/priors/kasen_bns_kilonova.prior
+++ b/redback/priors/kasen_bns_kilonova.prior
@@ -1,4 +1,4 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
-chi = Uniform(0,1, 'chi', latex_label = r'$\chi$')
\ No newline at end of file
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+chi = Uniform(0,1, 'chi', latex_label = r'$\\chi~({\mathrm{rad}})$')
\ No newline at end of file
diff --git a/redback/priors/kilonova_afterglow.prior b/redback/priors/kilonova_afterglow.prior
index 0fc8a4a7b..1d8ee94ea 100644
--- a/redback/priors/kilonova_afterglow.prior
+++ b/redback/priors/kilonova_afterglow.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(1,4, 'g0', latex_label=r'$\Gamma_{0}$')
+g0 = Uniform(1,4, 'g0', latex_label=r'$\\Gamma_{0}$')
 #max_energy = Constraint(minimum=1e50,maximum=6e51)
diff --git a/redback/priors/magnetar_luminosity_evolution.prior b/redback/priors/magnetar_luminosity_evolution.prior
index 4aa990185..ea30850fe 100644
--- a/redback/priors/magnetar_luminosity_evolution.prior
+++ b/redback/priors/magnetar_luminosity_evolution.prior
@@ -1,6 +1,6 @@
-logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10} B_{\mathrm{int}} [G]$')
-logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10} B_{\mathrm{ext}} [G]$')
-p0 = LogUniform(0.7e-3, 10e-3, 'p0', latex_label = r'$p_{0} [s]$')
-chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}$')
-radius = Uniform(10, 13, 'radius', latex_label = r'$R [\mathrm{km}]$')
-logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10} I$')
\ No newline at end of file
+logbint = Uniform(14, 18, 'logbint', latex_label = r'$\log_{10}~B_{\mathrm{int}}~(\mathrm{G})$')
+logbext = Uniform(14, 18, 'logbext', latex_label = r'$\log_{10}~B_{\mathrm{ext}}~(\mathrm{G})$')
+p0 = LogUniform(0.7e-3, 10e-3, 'p0', latex_label = r'$P_{0}~(\mathrm{s})$')
+chi0 = Uniform(0., np.pi/2, 'chi0', latex_label = r'$\chi_{0}~({\mathrm{rad}})$')
+radius = Uniform(10, 13, 'radius', latex_label = r'$R~(\mathrm{km})$')
+logmoi = Uniform(44, 46, 'logmoi', latex_label = r'$\log_{10}~I / ({\mathrm{g\,cm}^{2}})$')
\ No newline at end of file
diff --git a/redback/priors/magnetar_nickel.prior b/redback/priors/magnetar_nickel.prior
index feaa2a000..8b7a62c19 100644
--- a/redback/priors/magnetar_nickel.prior
+++ b/redback/priors/magnetar_nickel.prior
@@ -1,11 +1,11 @@
 redshift = Uniform(1e-6,3,name='redshift', latex_label = r'$z$')
 f_nickel = LogUniform(1e-3,1,name='f_nickel', latex_label = r'$f_{\mathrm{Ni}}$')
-p0 = Uniform(1, 10, 'p0', latex_label = r'$P_{0}$ [ms]')
-bp = LogUniform(0.1,10,'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 = Uniform(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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/magnetar_only.prior b/redback/priors/magnetar_only.prior
index 3ae17a8e5..de73876a7 100644
--- a/redback/priors/magnetar_only.prior
+++ b/redback/priors/magnetar_only.prior
@@ -1,3 +1,3 @@
 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'$n$')
diff --git a/redback/priors/metzger_kilonova_model.prior b/redback/priors/metzger_kilonova_model.prior
index b10489044..a1332d43e 100644
--- a/redback/priors/metzger_kilonova_model.prior
+++ b/redback/priors/metzger_kilonova_model.prior
@@ -1,5 +1,5 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
+mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
 beta = Uniform(3, 5, 'beta', latex_label=r'$\\beta$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
diff --git a/redback/priors/metzger_magnetar_driven_kilonova_model.prior b/redback/priors/metzger_magnetar_driven_kilonova_model.prior
index d666cab41..db5eeaf44 100644
--- a/redback/priors/metzger_magnetar_driven_kilonova_model.prior
+++ b/redback/priors/metzger_magnetar_driven_kilonova_model.prior
@@ -1,10 +1,10 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
 beta = Uniform(3, 5, 'beta', latex_label=r'$\\beta$')
-kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\kappa$')
-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'$\theta_{\mathrm{PB}}$')
+kappa_r = Uniform(1, 30, 'kappa_r', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+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'$M~(M_\odot)$')
+theta_pb = Uniform(0, 1.57, 'theta_pb', latex_label = r'$\\theta_{\mathrm{PB}}$')
 thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label='$\epsilon_{\mathrm{th}}$')
diff --git a/redback/priors/metzger_tde.prior b/redback/priors/metzger_tde.prior
new file mode 100644
index 000000000..fe2fdf3e7
--- /dev/null
+++ b/redback/priors/metzger_tde.prior
@@ -0,0 +1,10 @@
+redshift = Uniform(1e-6, 3, 'redshift', latex_label = r'$z$')
+mbh_6 = LogUniform(0.01, 20, name='mbh_6', latex_label = r'$M_{\mathrm{BH}}~(10^{6}~M_\odot)$')
+stellar_mass = LogUniform(0.1, 10, name='stellar_mass', latex_label = r'$M_{\mathrm{star}}~(M_\odot)$')
+eta = LogUniform(1e-4, 0.1, name='eta', latex_label=r'$\\eta$')
+alpha = LogUniform(0.1, 1, name='alpha', latex_label=r'$\\alpha$')
+beta = LogUniform(0.5, 1, name='beta', latex_label=r'$\\beta$')
+beta = 0.9
+beta = 0.1
+alpha = 0.1
+mbh_6 = 1
\ No newline at end of file
diff --git a/redback/priors/mosfit_kilonova.prior b/redback/priors/mosfit_kilonova.prior
index 581064c49..452a4a0af 100644
--- a/redback/priors/mosfit_kilonova.prior
+++ b/redback/priors/mosfit_kilonova.prior
@@ -1,14 +1,14 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej_1 = Uniform(1e-2, 0.03, 'mej_1', latex_label = r'$M_{\mathrm{ej}-1} [M_{\odot}]$')
-vej_1 = Uniform(0.1, 0.4, 'vej_1', latex_label = r'$v_{\mathrm{ej}-1} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_{1}$')
-temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}-1}$')
-mej_2 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}-2} [M_{\odot}]$')
-vej_2 = Uniform(0.1, 0.4, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_{2}$')
-temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-2}$')
-mej_3 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}-2} [M_{\odot}]$')
-vej_3 = Uniform(0.1, 0.7, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_3 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_{2}$')
-temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-3}$')
-kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
\ No newline at end of file
+mej_1 = Uniform(1e-2, 0.03, 'mej_1', latex_label = r'$M_{\mathrm{ej}~1}~(M_\odot)$')
+vej_1 = Uniform(0.1, 0.4, 'vej_1', latex_label = r'$v_{\mathrm{ej}~1}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_{1}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}~1}~({\mathrm{K}})$')
+mej_2 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}~2}~(M_\odot)$')
+vej_2 = Uniform(0.1, 0.4, 'vej_2', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_{2}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~2}~({\mathrm{K}})$')
+mej_3 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}~2}~(M_\odot)$')
+vej_3 = Uniform(0.1, 0.7, 'vej_2', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa_3 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_{2}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~3}~({\mathrm{K}})$')
+kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/mosfit_rprocess.prior b/redback/priors/mosfit_rprocess.prior
index 8fce1fca5..d6726073f 100644
--- a/redback/priors/mosfit_rprocess.prior
+++ b/redback/priors/mosfit_rprocess.prior
@@ -1,6 +1,6 @@
 redshift = Uniform(1e-6, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$')
\ No newline at end of file
+mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/nicholl_bns.prior b/redback/priors/nicholl_bns.prior
index b1c1d693c..2841cc6ad 100644
--- a/redback/priors/nicholl_bns.prior
+++ b/redback/priors/nicholl_bns.prior
@@ -1,15 +1,15 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'mass$_1$')
-mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'mass$_2$')
+mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'$M_1~(M_\odot)$')
+mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'$M_2~(M_\odot)$')
 lambda_s = Uniform(50, 1000, 'lambda_s', latex_label = r'$\Lambda_s$')
-kappa_red = Uniform(1e-2, 1, 'kappa_red', latex_label = r'$\kappa_{\mathrm{red}}$')
-kappa_blue = Uniform(1, 30, 'kappa_blue', latex_label = r'$\kappa_{\mathrm{blue}}$')
-mtov = Uniform(2.05, 2.4, 'mtov', latex_label = r'$M_{\mathrm{TOV}} M\odot$')
+kappa_red = Uniform(1e-2, 1, 'kappa_red', latex_label = r'$\\kappa_{\mathrm{red}}~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_blue = Uniform(1, 30, 'kappa_blue', latex_label = r'$\\kappa_{\mathrm{blue}}~(\mathrm{cm}^{2}/\mathrm{g})$')
+mtov = Uniform(2.05, 2.4, 'mtov', latex_label = r'$M_{\mathrm{TOV}}~(M_\odot)$')
 epsilon = Uniform(0.05, 0.6, 'zeta', latex_label = r'$\\epsilon$')
 alpha = Uniform(0.1, 1, 'alpha', latex_label = r'$\\alpha$')
-cos_theta = Uniform(0.0, 1.0, 'cos_theta', latex_label = r'$\cos\theta$')
-cos_theta_cocoon = Uniform(0.707, 1.0, 'cos_theta_cocoon', latex_label = r'$\cos\theta_{\mathrm{cocoon}}$')
-temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-1}$')
-temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-2}$')
-temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-3}$')
-kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\kappa_{\gamma}$')
+cos_theta = Uniform(0.0, 1.0, 'cos_theta', latex_label = r'$\cos~\\theta$')
+cos_theta_cocoon = Uniform(0.707, 1.0, 'cos_theta_cocoon', latex_label = r'$\cos~\\theta_{\mathrm{cocoon}}$')
+temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}~1}$ (K)')
+temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~2}$ (K)')
+temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_3', latex_label = r'$T_{\mathrm{floor}~3}$ (K)')
+kappa_gamma = DeltaFunction(10, 'kappa_gamma', latex_label = r'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
diff --git a/redback/priors/one_component_ejecta_relation.prior b/redback/priors/one_component_ejecta_relation.prior
index 6c28dc177..9d14ba87e 100644
--- a/redback/priors/one_component_ejecta_relation.prior
+++ b/redback/priors/one_component_ejecta_relation.prior
@@ -1,7 +1,7 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'mass$_1$')
-mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'mass$_2$')
-lambda_1 = Uniform(0, 5000, 'lambda_1', latex_label = r'$\\Lambda_1$')
-lambda_2 = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_2$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$')
\ No newline at end of file
+mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'$M_1~(M_\odot)$')
+mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'$M_2~(M_\odot)$')
+lambda_1 = Uniform(0, 5000, 'lambda_1', latex_label = r'$\Lambda_1$')
+lambda_2 = Uniform(0, 5000, 'lambda_2', latex_label = r'$\Lambda_2$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/one_component_ejecta_relation_projection.prior b/redback/priors/one_component_ejecta_relation_projection.prior
index 6c28dc177..4dc2c6b7d 100644
--- a/redback/priors/one_component_ejecta_relation_projection.prior
+++ b/redback/priors/one_component_ejecta_relation_projection.prior
@@ -1,7 +1,7 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'mass$_1$')
-mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'mass$_2$')
-lambda_1 = Uniform(0, 5000, 'lambda_1', latex_label = r'$\\Lambda_1$')
-lambda_2 = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_2$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$')
\ No newline at end of file
+mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'$M_1~(M_\odot)$')
+mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'$M_2~(M_\odot)$')
+lambda_1 = Uniform(0, 5000, 'lambda_1', latex_label = r'$\Lambda_1$')
+lambda_2 = Uniform(0, 5000, 'lambda_2', latex_label = r'$\Lambda_2$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/one_component_kilonova_model.prior b/redback/priors/one_component_kilonova_model.prior
index 5320f81b1..4956d4664 100644
--- a/redback/priors/one_component_kilonova_model.prior
+++ b/redback/priors/one_component_kilonova_model.prior
@@ -1,5 +1,5 @@
 redshift = Uniform(1e-6, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$')
+mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.5, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/one_component_nsbh_ejecta_relation.prior b/redback/priors/one_component_nsbh_ejecta_relation.prior
index 28f360e85..0c78c0992 100644
--- a/redback/priors/one_component_nsbh_ejecta_relation.prior
+++ b/redback/priors/one_component_nsbh_ejecta_relation.prior
@@ -1,7 +1,7 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_bh = Uniform(2.5, 35, 'mass_bh', latex_label = r'mass$_1$')
-mass_ns = Uniform(1.1, 2.1, 'mass_ns', latex_label = r'mass$_2$')
-chi_eff = Uniform(0, 1, 'chi_eff', latex_label = r'$\\chi_{\mathrm{eff}}$')
-lambda_ns = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_\mathrm{ns}$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$')
\ No newline at end of file
+mass_bh = Uniform(2.5, 35, 'mass_bh', latex_label = r'$M_1~(M_\odot)$')
+mass_ns = Uniform(1.1, 2.1, 'mass_ns', latex_label = r'$M_2~(M_\odot)$')
+chi_eff = Uniform(0, 1, 'chi_eff', latex_label = r'$\chi_{\mathrm{eff}}$')
+lambda_ns = Uniform(0, 5000, 'lambda_2', latex_label = r'$\Lambda_{\mathrm{NS}}$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(100, 6000, 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/piecewise_radiative_losses.prior b/redback/priors/piecewise_radiative_losses.prior
index d5a437e86..e5cb6610f 100644
--- a/redback/priors/piecewise_radiative_losses.prior
+++ b/redback/priors/piecewise_radiative_losses.prior
@@ -3,5 +3,5 @@ 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'$n$')
-kappa = LogUniform(1e-2, 10, 'kappa', latex_label= r'$\kappa$')
+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'$T_{0}$')
diff --git a/redback/priors/polytrope_eos_two_component_bns.prior b/redback/priors/polytrope_eos_two_component_bns.prior
index 7c1427dc8..bd2041806 100644
--- a/redback/priors/polytrope_eos_two_component_bns.prior
+++ b/redback/priors/polytrope_eos_two_component_bns.prior
@@ -1,13 +1,13 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'mass$_1$')
-mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'mass$_2$')
-log_p = Uniform(32.6,33.8,name='log_p',latex_label='$\log_{10} p_0$')
+mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'$M_1~(M_\odot)$')
+mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'$M_2~(M_\odot)$')
+log_p = Uniform(32.6,33.8,name='log_p',latex_label='$\log_{10}~\\rho_0/(\mathrm{g}/\mathrm{cm}^3)$')
 gamma_1 = Uniform(2,4.5,name='gamma_1',latex_label='$\\Gamma_1$')
-gamma_2 = Uniform(2,4.5,name='gamma_2',latex_label='$\\Gamma_1$')
-gamma_3 = Uniform(2,4.5,name='gamma_3',latex_label='$\\Gamma_1$')
+gamma_2 = Uniform(2,4.5,name='gamma_2',latex_label='$\\Gamma_2$')
+gamma_3 = Uniform(2,4.5,name='gamma_3',latex_label='$\\Gamma_3$')
 zeta = Uniform(0.05, 0.6, 'zeta', latex_label = r'$\\zeta$')
-vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_1$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_1$')
-tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor}-1}$')
-tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor}-2}$')
\ No newline at end of file
+vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_1~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_2~(\mathrm{cm}^{2}/\mathrm{g})$')
+tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor}~1}~(\mathrm{K})$')
+tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor}~2}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/power_law_stratified_kilonova.prior b/redback/priors/power_law_stratified_kilonova.prior
index c692c4695..d84863347 100644
--- a/redback/priors/power_law_stratified_kilonova.prior
+++ b/redback/priors/power_law_stratified_kilonova.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-voffset = Uniform(0.1, 0.4, 'voffset', latex_label = r'$v_{\mathrm{offset}}$')
-v0 = DeltaFunction(0.1, 'v0', latex_label = r'$v_0$')
+mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+voffset = Uniform(0.1, 0.4, 'voffset', latex_label = r'$v_{\mathrm{offset}}~(c)$')
+v0 = DeltaFunction(0.1, 'v0', latex_label = r'$v_0~(c)$')
 alpha = Uniform(0.5, 8, 'alpha', latex_label = r'$\\alpha$')
-kappa_offset = Uniform(0.1, 5, 'kappa_offset', latex_label = r'$\kappa_{\mathrm{offset}}$')
-kappa_0 = DeltaFunction(0.1, 'kappa_0', latex_label = r'$\kappa_0$')
+kappa_offset = Uniform(0.1, 5, 'kappa_offset', latex_label = r'$\\kappa_{\mathrm{offset}}~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_0 = DeltaFunction(0.1, 'kappa_0', latex_label = r'$\\kappa_0~(\mathrm{cm}^{2}/\mathrm{g})$')
 zeta = Uniform(0.1, 5, 'zeta', latex_label = r'$\\zeta$')
 beta = DeltaFunction(4.5, 'beta', latex_label = r'$\\beta$')
\ No newline at end of file
diff --git a/redback/priors/powerlawcore.prior b/redback/priors/powerlawcore.prior
index 7e646a04d..308bca634 100644
--- a/redback/priors/powerlawcore.prior
+++ b/redback/priors/powerlawcore.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'$\\Gamma_{0}$')
diff --git a/redback/priors/radiative_losses.prior b/redback/priors/radiative_losses.prior
index 630375c9b..97ad8e2cd 100644
--- a/redback/priors/radiative_losses.prior
+++ b/redback/priors/radiative_losses.prior
@@ -3,6 +3,6 @@ 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'$n$')
-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'$\log_{10} E_{0}$')
\ No newline at end of file
+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'$\log_{10}~E_{0}$')
\ No newline at end of file
diff --git a/redback/priors/radiative_losses_mdr.prior b/redback/priors/radiative_losses_mdr.prior
index 2925fdaa4..97ae04292 100644
--- a/redback/priors/radiative_losses_mdr.prior
+++ b/redback/priors/radiative_losses_mdr.prior
@@ -2,6 +2,6 @@ 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'$\\tau$')
-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'$\log_{10} E_{0}$')
\ No newline at end of file
+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'$\log_{10}~E_{0}$')
\ No newline at end of file
diff --git a/redback/priors/radiative_losses_smoothness.prior b/redback/priors/radiative_losses_smoothness.prior
index 630375c9b..97ad8e2cd 100644
--- a/redback/priors/radiative_losses_smoothness.prior
+++ b/redback/priors/radiative_losses_smoothness.prior
@@ -3,6 +3,6 @@ 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'$n$')
-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'$\log_{10} E_{0}$')
\ No newline at end of file
+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'$\log_{10}~E_{0}$')
\ No newline at end of file
diff --git a/redback/priors/radiative_only.prior b/redback/priors/radiative_only.prior
index 577f4f734..aad8d717e 100644
--- a/redback/priors/radiative_only.prior
+++ b/redback/priors/radiative_only.prior
@@ -1,6 +1,6 @@
 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'$n$')
-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'$\log_{10} E_{0}$')
\ No newline at end of file
+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'$\log_{10}~E_{0}$')
\ No newline at end of file
diff --git a/redback/priors/shock_cooling.prior b/redback/priors/shock_cooling.prior
index 5479d0b09..cb75df41d 100644
--- a/redback/priors/shock_cooling.prior
+++ b/redback/priors/shock_cooling.prior
@@ -1,6 +1,6 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10} m_{\mathrm{en}}$')
-log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10} R_{\mathrm{en}}$')
-log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10} E_{\mathrm{en}}$')
+log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10}~m_{\mathrm{en}} / M_\odot$')
+log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10}~R_{\mathrm{en}} / {\mathrm{cm}}$')
+log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10}~E_{\mathrm{en}} / {\mathrm{erg}}$')
 nn = Uniform(8, 12, 'nn', latex_label=r'$nn$')
-delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\delta$')
\ No newline at end of file
+delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\Delta$')
\ No newline at end of file
diff --git a/redback/priors/shock_cooling_and_arnett.prior b/redback/priors/shock_cooling_and_arnett.prior
index 39803d909..6e5a4f9d7 100644
--- a/redback/priors/shock_cooling_and_arnett.prior
+++ b/redback/priors/shock_cooling_and_arnett.prior
@@ -1,12 +1,12 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10} m_{\mathrm{en}}$')
-log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10} R_{\mathrm{en}}$')
-log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10} E_{\mathrm{en}}$')
+log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10}~m_{\mathrm{en}} / M_\odot$')
+log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10}~R_{\mathrm{en}} / {\mathrm{cm}}^{-3}$')
+log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10}~E_{\mathrm{en}} / {\mathrm{erg}}$')
 nn = Uniform(8, 12, 'nn', latex_label=r'$nn$')
-delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\delta$')
+delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\Delta$')
 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]')
\ No newline at end of file
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/shock_cooling_bolometric.prior b/redback/priors/shock_cooling_bolometric.prior
index a946507f9..be9ac130e 100644
--- a/redback/priors/shock_cooling_bolometric.prior
+++ b/redback/priors/shock_cooling_bolometric.prior
@@ -1,5 +1,5 @@
-log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10} m_{\mathrm{en}}$')
-log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10} R_{\mathrm{en}}$')
-log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10} E_{\mathrm{en}}$')
+log10_mass = Uniform(-2, 3, 'log10_mass', latex_label=r'$\log_{10}~m_{\mathrm{en}} / M_\odot$')
+log10_radius = Uniform(10, 14, 'log10_radius', latex_label=r'$\log_{10}~R_{\mathrm{en}} / {\mathrm{cm}}$')
+log10_energy = Uniform(40, 52, 'log10_energy', latex_label=r'$\log_{10}~E_{\mathrm{en}} / {\mathrm{erg}}$')
 nn = Uniform(8, 12, 'nn', latex_label=r'$nn$')
-delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\delta$')
\ No newline at end of file
+delta = Uniform(1, 1.5, 'delta', latex_label=r'$\\Delta$')
\ No newline at end of file
diff --git a/redback/priors/shocked_cocoon.prior b/redback/priors/shocked_cocoon.prior
index 070832772..98d05af9e 100644
--- a/redback/priors/shocked_cocoon.prior
+++ b/redback/priors/shocked_cocoon.prior
@@ -1,8 +1,8 @@
 redshift = Uniform(1e-3,3,name='redshift', latex_label = r'$z$')
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
-eta = Uniform(1, 5, 'eta', latex_label = r'$\\eta$')
-tshock = Uniform(1, 2, 'tshock', latex_label = r'$t_{\mathrm{shock}} [s]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+beta = Uniform(1, 5, '\\beta', latex_label = r'$\\beta$')
+tshock = Uniform(1, 2, 'tshock', latex_label = r'$t_{\mathrm{shock}}~(\mathrm{s)}$')
 shocked_fraction = Uniform(0.1, 1, 'shocked_fraction', latex_label = r'$f_{\mathrm{shocked}}$')
-cos_theta_cocoon = Uniform(0.2, 0.9, 'cos_theta_cocoon', latex_label = r'$\cos \\theta_{mathrm{cocoon}}$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
\ No newline at end of file
+cos_theta_cocoon = Uniform(0.2, 0.9, 'cos_theta_cocoon', latex_label = r'$\cos~\\theta_{\mathrm{cocoon}}$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/shocked_cocoon_bolometric.prior b/redback/priors/shocked_cocoon_bolometric.prior
index a3d2dfcce..dea92e217 100644
--- a/redback/priors/shocked_cocoon_bolometric.prior
+++ b/redback/priors/shocked_cocoon_bolometric.prior
@@ -1,7 +1,7 @@
-mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{\mathrm{ej}} [c]$')
-eta = Uniform(1, 5, 'eta', latex_label = r'$\\eta$')
-tshock = Uniform(1, 2, 'tshock', latex_label = r'$t_{\mathrm{shock}} [s]$')
+mej = Uniform(1e-4, 0.1, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+vej = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{\mathrm{ej}}~(c)$')
+beta = Uniform(1, 5, '\\beta', latex_label = r'$\\beta$')
+tshock = Uniform(1, 2, 'tshock', latex_label = r'$t_{\mathrm{shock}}~(\mathrm{s)}$')
 shocked_fraction = Uniform(0.1, 1, 'shocked_fraction', latex_label = r'$f_{\mathrm{shocked}}$')
-cos_theta_cocoon = Uniform(0.2, 0.9, 'cos_theta_cocoon', latex_label = r'$\cos \\theta_{mathrm{cocoon}}$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
\ No newline at end of file
+cos_theta_cocoon = Uniform(0.2, 0.9, 'cos_theta_cocoon', latex_label = r'$\cos~\\theta_{\mathrm{cocoon}}$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
\ No newline at end of file
diff --git a/redback/priors/six_component_powerlaw.prior b/redback/priors/six_component_powerlaw.prior
index 36d567f4b..21a159fe4 100644
--- a/redback/priors/six_component_powerlaw.prior
+++ b/redback/priors/six_component_powerlaw.prior
@@ -1,12 +1,12 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$A_{1}$')
 alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ }t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
-delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\Delta_{ } t_{2}$')
+delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\\Delta_{ }t_{2}$')
 alpha_3 = Uniform(-10, 0, 'alpha_3', latex_label = r'$\\alpha_{3}$')
-delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\Delta_{ } t_{3}$')
+delta_time_three = LogUniform(1e-10, 1e6, 'delta_time_three', latex_label = r'$\\Delta_{ }t_{3}$')
 alpha_4 = Uniform(-10, 0, 'alpha_4', latex_label = r'$\\alpha_{4}$')
-delta_time_four = LogUniform(1e-10, 1e6, 'delta_time_four', latex_label = r'$\Delta_{ } t_{4}$')
+delta_time_four = LogUniform(1e-10, 1e6, 'delta_time_four', latex_label = r'$\\Delta_{ }t_{4}$')
 alpha_5 = Uniform(-10, 0, 'alpha_5', latex_label = r'$\\alpha_{5}$')
-delta_time_five = LogUniform(1e-10, 1e6, 'delta_time_five', latex_label = r'$\Delta_{ } t_{5}$')
+delta_time_five = LogUniform(1e-10, 1e6, 'delta_time_five', latex_label = r'$\\Delta_{ }t_{5}$')
 alpha_6 = Uniform(-10, 0, 'alpha_six', latex_label = r'$\\alpha_{6}$')
diff --git a/redback/priors/slsn.prior b/redback/priors/slsn.prior
index 6dbe3ce77..fcd78437e 100644
--- a/redback/priors/slsn.prior
+++ b/redback/priors/slsn.prior
@@ -1,12 +1,12 @@
 redshift = Uniform(1e-6,3,name='redshift', latex_label = r'$z$')
-p0 = Uniform(1, 10, 'p0', latex_label = r'$P_{0}$ [ms]')
-bp = LogUniform(0.1,10,'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 = Uniform(1, 10, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(0.1,10,'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'$T_{\mathrm{floor}}~(\mathrm{K})$')
 e_rot_constraint = Constraint(name='e_rot_constraint', minimum=10, maximum=1e10)
 t_nebula_min = Constraint(name='t_nebula_min', minimum=0.1,maximum=500)
\ No newline at end of file
diff --git a/redback/priors/slsn_bolometric.prior b/redback/priors/slsn_bolometric.prior
index 2a689c069..4d11ba648 100644
--- a/redback/priors/slsn_bolometric.prior
+++ b/redback/priors/slsn_bolometric.prior
@@ -1,10 +1,10 @@
-p0 = Uniform(1, 10, 'p0', latex_label = r'$P_{0}$ [ms]')
-bp = LogUniform(0.1,10,'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 = Uniform(1, 10, 'p0', latex_label = r'$P_{0}~(\mathrm{ms})$')
+bp = LogUniform(0.1,10,'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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
 e_rot_constraint = Constraint(name='e_rot_constraint', minimum=10, maximum=1e10)
 t_nebula_min = Constraint(name='t_nebula_min', minimum=0.1,maximum=500)
\ No newline at end of file
diff --git a/redback/priors/smoothpowerlaw.prior b/redback/priors/smoothpowerlaw.prior
index 7e646a04d..248b8d24f 100644
--- a/redback/priors/smoothpowerlaw.prior
+++ b/redback/priors/smoothpowerlaw.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'$\\Gamma_{0}$')
diff --git a/redback/priors/sn_exponential_powerlaw.prior b/redback/priors/sn_exponential_powerlaw.prior
index 98bb03cf9..b411f4b08 100644
--- a/redback/priors/sn_exponential_powerlaw.prior
+++ b/redback/priors/sn_exponential_powerlaw.prior
@@ -1,10 +1,10 @@
 redshift = Uniform(1e-6,3,name='redshift', latex_label = r'$z$')
-lbol_0 = LogUniform(1e36,1e48,name='lbol_0', latex_label = r'$L_{\mathrm{bol}-0}$')
-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'$\kappa_{\gamma}$')
-temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}$ [k]')
\ No newline at end of file
+lbol_0 = LogUniform(1e36,1e48,name='lbol_0', latex_label = r'$L_{\mathrm{bol}~0}~(\mathrm{erg})$')
+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'$t_{\mathrm{peak}}~(\mathrm{day})$')
+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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor = LogUniform(1e3,1e5,name = 'temperature_floor', latex_label = r'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/tde_analytical.prior b/redback/priors/tde_analytical.prior
index 995277fae..aa2298709 100644
--- a/redback/priors/tde_analytical.prior
+++ b/redback/priors/tde_analytical.prior
@@ -1,8 +1,8 @@
-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]')
 redshift = Uniform(0.01, 3, 'redshift', latex_label=r'$z$')
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
 l0 = LogUniform(1e51, 1e58, "l0", latex_label="$l_0$")
 t_0_turn = LogUniform(1e-4, 1e2, "t_0_turn", latex_label="$t_{0 t}$")
\ No newline at end of file
diff --git a/redback/priors/tde_analytical_bolometric.prior b/redback/priors/tde_analytical_bolometric.prior
index d0bdf0ea1..1e308e89e 100644
--- a/redback/priors/tde_analytical_bolometric.prior
+++ b/redback/priors/tde_analytical_bolometric.prior
@@ -1,6 +1,6 @@
-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'$\\kappa_{\\gamma}~(\mathrm{cm}^{2}/\mathrm{g})$')
 l0 = LogUniform(1e51, 1e58, "l0", latex_label="$l_0$")
 t_0_turn = LogUniform(1e-4, 1e2, "t_0_turn", latex_label="$t_{0 t}$")
\ No newline at end of file
diff --git a/redback/priors/thermal_synchrotron_fluxdensity.prior b/redback/priors/thermal_synchrotron_fluxdensity.prior
index 108f659bf..c2d34f00f 100644
--- a/redback/priors/thermal_synchrotron_fluxdensity.prior
+++ b/redback/priors/thermal_synchrotron_fluxdensity.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(0.01, 3, 'redshift', latex_label=r'$z$')
-logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10} n_{\mathrm{ism}}$')
-v0 = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{0} [c]$')
-logr0 = Uniform(14, 18, 'logr0', latex_label=r'$\log_{10} R_{0}~\mathrm{cm}$')
-eta = Uniform(0.1, 0.9, 'eta', latex_label=r'$\\eta$')
-logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10} \epsilon_{e}$')
-logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10} \epsilon_{B}$')
+logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10}~n_{\mathrm{ism}} / {\mathrm{cm}}^{-3}$')
+v0 = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{0}~(c)$')
+logr0 = Uniform(14, 18, 'logr0', latex_label=r'$\log_{10}~R_{0} / \mathrm{cm}$')
+beta = Uniform(0.1, 0.9, '\\beta', latex_label=r'$\\beta$')
+logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10}~\\epsilon_{e}$')
+logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10}~\\epsilon_{B}$')
 xi = Uniform(0.01, 1., 'xi', latex_label=r'$\\xi_{N}$')
 p = Uniform(2, 3, 'p', latex_label=r'$p$')
\ No newline at end of file
diff --git a/redback/priors/thermal_synchrotron_lnu.prior b/redback/priors/thermal_synchrotron_lnu.prior
index 50f3e2de6..d2bda5222 100644
--- a/redback/priors/thermal_synchrotron_lnu.prior
+++ b/redback/priors/thermal_synchrotron_lnu.prior
@@ -1,8 +1,8 @@
-logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10} n_{\mathrm{ism}}$')
-v0 = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{0} [c]$')
-logr0 = Uniform(14, 18, 'logr0', latex_label=r'$\log_{10} R_{0}~\mathrm{cm}$')
-eta = Uniform(0.1, 0.9, 'eta', latex_label=r'$\\eta$')
-logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10} \epsilon_{e}$')
-logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10} \epsilon_{B}$')
+logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10}~n_{\mathrm{ism}} / {\mathrm{cm}}^{-3}$')
+v0 = Uniform(0.1, 0.7, 'vej', latex_label = r'$v_{0}~(c)$')
+logr0 = Uniform(14, 18, 'logr0', latex_label=r'$\log_{10}~R_{0} / \mathrm{cm}$')
+beta = Uniform(0.1, 0.9, '\\beta', latex_label=r'$\\beta$')
+logepse = Uniform(-5, 0, 'logepse', latex_label=r'$\log_{10}~\\epsilon_{e}$')
+logepsb = Uniform(-5, 0, 'logepsb', latex_label=r'$\log_{10}~\\epsilon_{B}$')
 xi = Uniform(0.01, 1., 'xi', latex_label=r'$\\xi_{N}$')
 p = Uniform(2, 3, 'p', latex_label=r'$p$')
\ No newline at end of file
diff --git a/redback/priors/thin_shell_supernova.prior b/redback/priors/thin_shell_supernova.prior
index 7e13d25b3..6771f3c1a 100644
--- a/redback/priors/thin_shell_supernova.prior
+++ b/redback/priors/thin_shell_supernova.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'$M_{\mathrm{ej}} [M_{\odot}]$')
-ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{k}} [erg]$')
-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]')
\ No newline at end of file
+mej = LogUniform(1e-4, 100, 'mej', latex_label = r'$M_{\mathrm{ej} }~(M_\odot)$')
+ek = LogUniform(1e48, 1e52, 'ek', latex_label = r'$E_{\mathrm{kin}}~(\mathrm{erg})$')
+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'$T_{\mathrm{floor}}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/three_component_kilonova_model.prior b/redback/priors/three_component_kilonova_model.prior
index 1ebf71e9c..22a7d2fd9 100644
--- a/redback/priors/three_component_kilonova_model.prior
+++ b/redback/priors/three_component_kilonova_model.prior
@@ -1,13 +1,13 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej_1 = Uniform(1e-2, 0.02, 'mej_1', latex_label = r'$M_{\mathrm{ej}-1} [M_{\odot}]$')
-vej_1 = Uniform(0.1, 0.3, 'vej_1', latex_label = r'$v_{\mathrm{ej}-1} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_{1}$')
-temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}-1}$')
-mej_2 = Uniform(1e-2, 0.025, 'mej_2', latex_label = r'$M_{\mathrm{ej}-2} [M_{\odot}]$')
-vej_2 = Uniform(0.1, 0.3, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_{2}$')
-temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-2}$')
-mej_3 = Uniform(1e-2, 0.025, 'mej_2', latex_label = r'$M_{\mathrm{ej}-2} [M_{\odot}]$')
-vej_3 = Uniform(0.1, 0.3, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_3 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_{2}$')
-temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-3}$')
\ No newline at end of file
+mej_1 = Uniform(1e-2, 0.02, 'mej_1', latex_label = r'$M_{\mathrm{ej}~1}~(M_\odot)$')
+vej_1 = Uniform(0.1, 0.3, 'vej_1', latex_label = r'$v_{\mathrm{ej}~1}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_{1}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}~1}~(\mathrm{K})$')
+mej_2 = Uniform(1e-2, 0.025, 'mej_2', latex_label = r'$M_{\mathrm{ej}~2}~(M_\odot)$')
+vej_2 = Uniform(0.1, 0.3, 'vej_2', latex_label = r'$v_{\mathrm{ej}~-2}~(c)$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_{2}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~2}~(\mathrm{K})$')
+mej_3 = Uniform(1e-2, 0.025, 'mej_2', latex_label = r'$M_{\mathrm{ej}_{ }3}~(M_\odot)$')
+vej_3 = Uniform(0.1, 0.3, 'vej_2', latex_label = r'$v_{\mathrm{ej}~3}~(c)$')
+kappa_3 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_{3}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_3 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~3}~(\mathrm{K})$')
\ No newline at end of file
diff --git a/redback/priors/three_component_powerlaw.prior b/redback/priors/three_component_powerlaw.prior
index 57f4e12d5..77c5da0e1 100644
--- a/redback/priors/three_component_powerlaw.prior
+++ b/redback/priors/three_component_powerlaw.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'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ } t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
-delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\Delta_{ } t_{2}$')
+delta_time_two = LogUniform(10, 1e6, 'delta_time_two', latex_label = r'$\\Delta_{ } t_{2}$')
 alpha_3 = Uniform(-10, 0, 'alpha_3', latex_label = r'$\\alpha_{3}$')
diff --git a/redback/priors/tophat.prior b/redback/priors/tophat.prior
index 6ceb5cd9d..5e48f8feb 100644
--- a/redback/priors/tophat.prior
+++ b/redback/priors/tophat.prior
@@ -1,10 +1,10 @@
 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'$\\theta_{\mathrm{core}}$')
-logn0 = Uniform(-5, 2, 'logn0', latex_label=r'$\log_{10} n_{\mathrm{ism}}$')
+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'$\\theta_{\mathrm{core}}~({\mathrm{rad}})$')
+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'$\\Gamma_{0}$')
diff --git a/redback/priors/trapped_magnetar.prior b/redback/priors/trapped_magnetar.prior
index 978a9c2a2..853d29267 100644
--- a/redback/priors/trapped_magnetar.prior
+++ b/redback/priors/trapped_magnetar.prior
@@ -1,10 +1,10 @@
 redshift = Uniform(1e-6, 0.1, 'redshift', latex_label = r'$z$')
-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'$v_{\mathrm{ej}} [c]$')
-ejecta_radius = LogUniform(1e9, 1e10, 'ejecta_radius', latex_label = r'$R_{\mathrm{ejecta}}$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
-n_ism = LogUniform(1e-4, 1, 'n_ism', latex_label = r'$m_{\mathrm{ism}}$')
+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'$v_{\mathrm{ej}}~(c)$')
+ejecta_radius = LogUniform(1e9, 1e10, 'ejecta_radius', latex_label = r'$R_{\mathrm{ejecta}}~({\mathrm{cm}})$')
+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'$n_{\mathrm{ism}}~({\mathrm{cm}}^{-3})$')
 l0 = LogUniform(1e40, 1e50, 'l0', latex_label = r'$l_0$')
-tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}$')
+tau_sd = LogUniform(10, 1e5, 'tau_sd', latex_label = '$\\tau_{\mathrm{sd}}~({\mathrm{s}})$')
 nn = Uniform(2, 7, 'nn', latex_label='$n$')
 thermalisation_efficiency = Uniform(0.1, 1, 'thermalisation_efficiency', latex_label='$\epsilon_{\mathrm{th}}$')
\ No newline at end of file
diff --git a/redback/priors/two_component_bns_ejecta_relation.prior b/redback/priors/two_component_bns_ejecta_relation.prior
index 0e3dcec7d..819910a1d 100644
--- a/redback/priors/two_component_bns_ejecta_relation.prior
+++ b/redback/priors/two_component_bns_ejecta_relation.prior
@@ -1,12 +1,12 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'mass$_1$')
-mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'mass$_2$')
+mass_1 = Uniform(1.1, 2.1, 'mass_1', latex_label = r'$M_1~(M_\odot)$')
+mass_2 = Uniform(1.1, 2.1, 'mass_2', latex_label = r'$M_2~(M_\odot)$')
 lambda_1 = Uniform(0, 5000, 'lambda_1', latex_label = r'$\\Lambda_1$')
 lambda_2 = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_2$')
-mtov = Uniform(2.05, 2.4, 'mtov', latex_label = r'$M_{\mathrm{TOV}} M\odot$')
+mtov = Uniform(2.05, 2.4, 'mtov', latex_label = r'$M_{\mathrm{TOV}}~(M_\odot)$')
 zeta = Uniform(0.05, 0.6, 'zeta', latex_label = r'$\\zeta$')
-vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej-2}} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_1$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_1$')
-tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor-1}}$')
-tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor-2}}$')
\ No newline at end of file
+vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej-2}}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_1~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_2~(\mathrm{cm}^{2}/\mathrm{g})$')
+tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor-1}}~({\mathrm{K}})$')
+tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor-2}}~({\mathrm{K}})$')
\ No newline at end of file
diff --git a/redback/priors/two_component_kilonova_model.prior b/redback/priors/two_component_kilonova_model.prior
index d3f2acdaf..ac140cfe1 100644
--- a/redback/priors/two_component_kilonova_model.prior
+++ b/redback/priors/two_component_kilonova_model.prior
@@ -1,9 +1,9 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej_1 = Uniform(1e-2, 0.03, 'mej_1', latex_label = r'$M_{\mathrm{ej}-1} [M_{\odot}]$')
-vej_1 = Uniform(0.1, 0.5, 'vej_1', latex_label = r'$v_{\mathrm{ej}-1} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_{1}$')
-temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}-1}$')
-mej_2 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}-2} [M_{\odot}]$')
-vej_2 = Uniform(0.1, 0.5, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_{2}$')
-temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}-2}$')
+mej_1 = Uniform(1e-2, 0.03, 'mej_1', latex_label = r'$M_{\mathrm{ej}~1}~(M_\odot)$')
+mej_2 = Uniform(1e-2, 0.03, 'mej_2', latex_label = r'$M_{\mathrm{ej}~2}~(M_\odot)$')
+vej_1 = Uniform(0.1, 0.5, 'vej_1', latex_label = r'$v_{\mathrm{ej}~1}~(c)$')
+vej_2 = Uniform(0.1, 0.5, 'vej_2', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_{1}~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_{2}~(\mathrm{cm}^{2}/\mathrm{g})$')
+temperature_floor_1 = LogUniform(100, 6000, 'temperature_floor_1', latex_label = r'$T_{\mathrm{floor}~1}~({\mathrm{K}})$')
+temperature_floor_2 = LogUniform(100, 6000, 'temperature_floor_2', latex_label = r'$T_{\mathrm{floor}~2}~({\mathrm{K}})$')
\ No newline at end of file
diff --git a/redback/priors/two_component_nsbh_ejecta_relation.prior b/redback/priors/two_component_nsbh_ejecta_relation.prior
index 49b29a0e5..a10c5d042 100644
--- a/redback/priors/two_component_nsbh_ejecta_relation.prior
+++ b/redback/priors/two_component_nsbh_ejecta_relation.prior
@@ -1,11 +1,11 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mass_bh = Uniform(2.5, 35, 'mass_bh', latex_label = r'mass$_1$')
-mass_ns = Uniform(1.1, 2.1, 'mass_ns', latex_label = r'mass$_2$')
+mass_bh = Uniform(2.5, 35, 'mass_bh', latex_label = r'$M(\mathrm{BH})~(M_\odot)$')
+mass_ns = Uniform(1.1, 2.1, 'mass_ns', latex_label = r'$M(\mathrm{NS})~(M_\odot)$')
 chi_eff = Uniform(0, 1, 'chi_eff', latex_label = r'$\\chi_{\mathrm{eff}}$')
-lambda_ns = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_\mathrm{ns}$')
+lambda_ns = Uniform(0, 5000, 'lambda_2', latex_label = r'$\\Lambda_{\mathrm{NS}}$')
 zeta = Uniform(0.05, 0.6, 'zeta', latex_label = r'$\\zeta$')
-vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\kappa_1$')
-kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\kappa_1$')
-tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor}-1}$')
-tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor}-2}$')
\ No newline at end of file
+vej_2 = Uniform(0.01, 0.3, 'vej', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa_1 = Uniform(1, 30, 'kappa_1', latex_label = r'$\\kappa_1~(\mathrm{cm}^{2}/\mathrm{g})$')
+kappa_2 = Uniform(1, 30, 'kappa_2', latex_label = r'$\\kappa_2~(\mathrm{cm}^{2}/\mathrm{g})$')
+tf_1 = LogUniform(100, 6000, 'tf_1', latex_label = r'$T_{\mathrm{floor}~1}~({\mathrm{K}})$')
+tf_2 = LogUniform(100, 6000, 'tf_2', latex_label = r'$T_{\mathrm{floor}~2}~({\mathrm{K}})$')
\ No newline at end of file
diff --git a/redback/priors/two_component_powerlaw.prior b/redback/priors/two_component_powerlaw.prior
index d7e65090d..d4ddb0ddc 100644
--- a/redback/priors/two_component_powerlaw.prior
+++ b/redback/priors/two_component_powerlaw.prior
@@ -1,4 +1,4 @@
 a_1 = LogUniform(1e-20, 1e20, 'a_1', latex_label = r'$A_{1}$')
 alpha_1 = Uniform(-10, -0.5, 'alpha_1', latex_label = r'$\\alpha_{1}$')
-delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\Delta_{ } t_{1}$')
+delta_time_one = LogUniform(1e-10, 1e6, 'delta_time_one', latex_label = r'$\\Delta_{ }t_{1}$')
 alpha_2 = Uniform(-10, 0, 'alpha_2', latex_label = r'$\\alpha_{2}$')
diff --git a/redback/priors/two_layer_stratified_kilonova.prior b/redback/priors/two_layer_stratified_kilonova.prior
index cd03794b2..452a6850d 100644
--- a/redback/priors/two_layer_stratified_kilonova.prior
+++ b/redback/priors/two_layer_stratified_kilonova.prior
@@ -1,6 +1,6 @@
 redshift = Uniform(1e-3, 0.1, 'redshift', latex_label = r'$z$')
-mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}} [M_{\odot}]$')
-vej_1 = Uniform(0.05, 0.2, 'vej_1', latex_label = r'$v_{\mathrm{ej}-1} [c]$')
-vej_2 = Uniform(0.3, 0.5, 'vej_2', latex_label = r'$v_{\mathrm{ej}-2} [c]$')
-kappa = Uniform(1, 30, 'kappa', latex_label = r'$\kappa$')
+mej = Uniform(1e-2, 0.05, 'mej', latex_label = r'$M_{\mathrm{ej}}~(M_\odot)$')
+vej_1 = Uniform(0.05, 0.2, 'vej_1', latex_label = r'$v_{\mathrm{ej}~1}~(c)$')
+vej_2 = Uniform(0.3, 0.5, 'vej_2', latex_label = r'$v_{\mathrm{ej}~2}~(c)$')
+kappa = Uniform(1, 30, 'kappa', latex_label = r'$\\kappa~(\mathrm{cm}^{2}/\mathrm{g})$')
 beta = Uniform(1.5, 8, 'beta', latex_label = r'$\\beta$')
diff --git a/redback/priors/type_1a.prior b/redback/priors/type_1a.prior
index f2cf6f6ce..36e260d1f 100644
--- a/redback/priors/type_1a.prior
+++ b/redback/priors/type_1a.prior
@@ -1,10 +1,10 @@
 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'$T_{\mathrm{floor}}~(\mathrm{K})$')
 line_wavelength = 6.5e3
 line_width = 500
 line_amplitude = 0.3
\ No newline at end of file
diff --git a/redback/priors/type_1c.prior b/redback/priors/type_1c.prior
index d45421f17..5c7a539da 100644
--- a/redback/priors/type_1c.prior
+++ b/redback/priors/type_1c.prior
@@ -1,8 +1,8 @@
 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'$T_{\mathrm{floor}}~(\mathrm{K})$')
 pp = Uniform(1.1, 4, 'pp', latex_label = r'$p$')
\ No newline at end of file