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`)
@@ -99,11 +101,11 @@ Table: VRMSE metrics on test sets (lower is better). Best results are shown in b
 
 **Boundary conditions:** Spherical.
 
-**Simulation time-step (\\(\Delta t\\)):** CFL-based step size with safety factor of 0.4.
+**Simulation time-step ( \\(\Delta t\\)):** CFL-based step size with safety factor of 0.4.
 
-**Data are stored separated by (\\(\delta t\\)):** 1 hour in simulation time units.
+**Data are stored separated by ( \\(\delta t\\)):** 1 hour in simulation time units.
 
-**Total time range (\\(t_{min}\\) to \\(t_{max}\\)):** \\(t_{min} = 0\\), \\(t_{max} = 3024\\).
+**Total time range ( \\(t_{min}\\) to \\(t_{max}\\)):** \\(t_{min} = 0\\), \\(t_{max} = 3024\\).
 
 **Spatial domain size:** \\(\phi \in [0, 2 \pi]\\), \\(\theta \in [0, \pi]\\).