Update README.md

README.md

@@ -53,14 +53,14 @@ The physical quantities are also distributed in seven orders of magnitude, which
 
 **Equation**:
 
-```math
+$$
 \begin{align}
 P&=(\gamma-1) \rho u \\
 \frac{d \rho}{dt} &= -\rho \nabla \cdot \mathbf{v} \\
 \frac{d^2 \mathbf{r}}{dt^2}  &= -\frac{\nabla P}{\rho} + \mathbf{a}_{\rm visc}-\nabla \Phi \\
 \frac{d u}{dt} &= -\frac{P}{\rho} \nabla \cdot \mathbf{v} + \frac{\Gamma-\Lambda}{\rho}
 \end{align}
-```
+$$
 
 where \\(P\\), \\(\rho\\), and \\(u\\) are the pressure. \\(r\\) is the position, \\(a_{\rm visc}\\) is the acceleration generated by the viscosity, \\(\Phi\\) is the gravitational potential, \\(\Gamma\\) is the radiative heat influx per unit volume, and \\(\Lambda\\) is the radiative heat outflux per unit volume.
 
@@ -68,7 +68,7 @@ where \\(P\\), \\(\rho\\), and \\(u\\) are the pressure. \\(r\\) is the position
 
 | Dataset    | FNO | TFNO  | Unet | CNextU-net
 |:-:|:-:|:-:|:-:|:-:|
-| `supernova_explosion_64`  | 0.3783 | 0.3785 |\\(\mathbf{0.3063}\\)|0.3181|
+| `supernova_explosion_64`  | 0.3783 | 0.3785 | \\(\mathbf{0.3063}\\)|0.3181|
 
 Table: VRMSE metrics on test sets (lower is better). Best results are shown in bold. VRMSE is scaled such that predicting the mean value of the target field results in a score of 1.
 
@@ -89,11 +89,11 @@ Pressure (scalar field), density (scalar field), temperature(scalar field), velo
 
 **Boundary conditions:** open.
 
-**Data are stored separated by (\\(\Delta t\\)):** \\(100\\) ~ \\(10\,000\\) years (variable timesteps).
+**Data are stored separated by ( \\(\Delta t\\)):** \\(100\\) ~ \\(10\,000\\) years (variable timesteps).
 
-**Total time range (\\(t_{min}\\) to \\(t_{max}\\)):** \\(0\\) yr to \\(0.2\\) Myr.
+**Total time range ( \\(t_{min}\\) to \\(t_{max}\\)):** \\(0\\) yr to \\(0.2\\) Myr.
 
-**Spatial domain size (\\(L_x\\), \\(L_y\\), \\(L_z\\)):** 60 pc.
+**Spatial domain size ( \\(L_x\\), \\(L_y\\), \\(L_z\\)):** 60 pc.
 
 **Set of coefficients or non-dimensional parameters evaluated:** Initial temperature \\(T_0\\)=\{100K\}, Initial number density of hydrogen \\(\rho_0=\\)\{44.5/cc\}, metallicity (effectively strength of cooling) \\(Z=\{Z_0\}\\).