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@@ -17,7 +17,6 @@
   - Unsteady_NACA0012
   - UQ_NACA0012
   - NICFD_nozzle
-  - NICFD_nozzle_datadriven
   - Aachen_Turbine
 
 - title: Incompressible Flow
 
@@ -50,8 +50,6 @@ Simulation of unsteady, external, viscous flow around an airfoil.
 Perform uncertainty quantification of errors arising due to assumptions inherent in turbulence models.
 * [Non-ideal compressible flow in a supersonic nozzle](/tutorials/NICFD_nozzle/)    
 Simulation of compressible flow in a nozzle using non-ideal thermodynamic models.
-* [Data-driven equation of state for non-ideal compressible fluids](/tutorials/NICFD_nozzle_datadriven/)    
-Demonstration of data-driven equation of state using a physics-informed neural network.
 * [Turbomachinery: Aachen Turbine stage with mixing plane](/tutorials/Aachen_Turbine/)    
 Simulation of compressible flow of the Aachen turbine demonstrating turbomachinery application.