Update README.md

README.md

@@ -47,13 +47,14 @@ for batch in dataloader:
 **Code or software used to generate the data**: Fortran + MPI.
 
 **Equation**:
-```math
+$$
 \begin{align}
 \frac{\partial \rho}{\partial t} + \nabla \cdot (\rho \mathbf{v}) &= 0 \nonumber\\
 \frac{\partial \rho \mathbf{v}}{\partial t} + \nabla \cdot (\rho \mathbf{v} \mathbf{v} - \mathbf{B} \mathbf{B}) + \nabla p &= 0 \nonumber\\
 \frac{\partial \mathbf{B}}{\partial t} - \nabla \times (\mathbf{v} \times \mathbf{B}) &= 0 \nonumber\\
 \end{align}
-```
+$$
+
 where \\(\rho\\) is the density, \\(\mathbf{v}\\) is the velocity, \\(\mathbf{B}\\) is the magnetic field, \\(\mathbf{I}\\) the identity matrix and \\(p\\) is the gas pressure.
 
 ![Gif](https://users.flatironinstitute.org/~polymathic/data/the_well/datasets/MHD_64/gif/density_unnormalized.gif)
@@ -80,11 +81,11 @@ Table: VRMSE metrics on test sets (lower is better). Best results are shown in b
 
 **Boundary conditions:** periodic boundary conditions.
 
-**Data are stored separated by (\\(\Delta t\\)):** 0.01 (arbitrary units).
+**Data are stored separated by ( \\(\Delta t\\)):** 0.01 (arbitrary units).
 
-**Total time range (\\(t\_{min}\\) to \\(t\_{max}\\)):** \\(t\_{min} = 0\\), \\(t\_{max} = 1\\).
+**Total time range ( \\(t\_{min}\\) to \\(t\_{max}\\)):** \\(t\_{min} = 0\\), \\(t\_{max} = 1\\).
 
-**Spatial domain size (\\(L_x\\), \\(L_y\\), \\(L_z\\)):** dimensionless so 64 pixels.
+**Spatial domain size ( \\(L_x\\), \\(L_y\\), \\(L_z\\)):** dimensionless so 64 pixels.
 
 **Set of coefficients or non-dimensional parameters evaluated:** all combinations of \\(\mathcal{M}_s=\\){0.5, 0.7, 1.5, 2.0 7.0} and \\(\mathcal{M}_A =\\){0.7, 2.0}.