Update README.md

README.md

@@ -12,6 +12,8 @@ task_ids:
 - multivariate-time-series-forecasting
 ---
 
+This Dataset is part of [The Well Collection](https://huggingface.co/papers/2412.00568).
+
 # How To Load from HuggingFace Hub
 
 1. Be sure to have `the_well` installed (`pip install the_well`)
@@ -86,14 +88,14 @@ Table: VRMSE metrics on test sets (lower is better). Best results are shown in b
 
 **Grid type:** spherical coordinates, uniform in \\((\log r, \theta,\phi)\\). Simulations are done for a portion of a sphere (not the whole sphere), so the simulation volume is like a spherical cake slice.
 
-**Initial and boundary conditions:** The temperature at the inner boundary (IB) is first set to equal that of the appropriate radius coordinate in the MESA (1D) model (\\(400\~R_\odot\\) and \\(300\~R_\odot\\)) and the density selected to approximately recover the initial total mass of the star in the simulation (\\(15.4\~M_\odot\\) and \\(14\~M_\odot\\)).
+**Initial and boundary conditions:** The temperature at the inner boundary (IB) is first set to equal that of the appropriate radius coordinate in the MESA (1D) model ( \\(400\~R_\odot\\) and \\(300\~R_\odot\\)) and the density selected to approximately recover the initial total mass of the star in the simulation ( \\(15.4\~M_\odot\\) and \\(14\~M_\odot\\)).
 Between \\(300\~R_\odot\\) and \\(400\~R_\odot\\), the initial profile is constructed with the radiative luminosity to be \\(10^5\~L_\odot\\), and this is kept fixed in the IB.
 
 **Simulation time-step:** ~2 days.
 
-**Data are stored separated by (\\(\Delta t\\)):** units here are sort of arbitrary, \\(\Delta t= 8\\).
+**Data are stored separated by ( \\(\Delta t\\)):** units here are sort of arbitrary, \\(\Delta t= 8\\).
 
-**Total time range (\\(t_{min}\\) to \\(t_{max}\\)):** \\(t_{min} = 2\\), \\(t_{max} = 23402\\) (arbitrary).
+**Total time range ( \\(t_{min}\\) to \\(t_{max}\\)):** \\(t_{min} = 2\\), \\(t_{max} = 23402\\) (arbitrary).
 
 **Spatial domain size:** \\(R\\) from \\(300-6700~{\rm R_\odot}\\), θ from \\(π/4−3π/4\\) and \\(\phi\\) from \\(0−π\\), with \\(δr/r ≈ 0.01\\).