From 4a2c831869fa03315e215f431d4900f4d6f886d0 Mon Sep 17 00:00:00 2001
From: Shaowu Pan <pswpswpsw@users.noreply.github.com>
Date: Tue, 26 Mar 2024 20:12:09 -0400
Subject: [PATCH] Update README.rst

fix rst issues
---
 README.rst | 60 ++++++++++++++++--------------------------------------
 1 file changed, 18 insertions(+), 42 deletions(-)

diff --git a/README.rst b/README.rst
index c5c5067..cd80d53 100644
--- a/README.rst
+++ b/README.rst
@@ -79,65 +79,41 @@ Features implemented
 Examples
 ^^^^^^^^
 
-1. `Learning how to create observables <https://pykoopman.readthedocs
-.io/en/master/tutorial_compose_observables
-.html>`__
+1. `Learning how to create observables <https://pykoopman.readthedocs.io/en/master/tutorial_compose_observables.html>`__
 
-2. `Learning how to compute time derivatives <https://pykoopman.readthedocs
-.io/en/master/tutorial_compute_differentiation.html>`__
+2. `Learning how to compute time derivatives <https://pykoopman.readthedocs.io/en/master/tutorial_compute_differentiation.html>`__
 
-3. `Dynamic mode decomposition on two mixed spatial signals <https://pykoopman.
-readthedocs.io/en/master/tutorial_dmd_separating_two_mixed_signals_400d_system.html>`__
+3. `Dynamic mode decomposition on two mixed spatial signals <https://pykoopman.readthedocs.io/en/master/tutorial_dmd_separating_two_mixed_signals_400d_system.html>`__
 
-4. `Dynamic mode decomposition with control on a 2D linear system <https://pykoopman
-.readthedocs.io/en/master/tutorial_dmd_with_control_2d_system
-.html>`__
+4. `Dynamic mode decomposition with control on a 2D linear system <https://pykoopman.readthedocs.io/en/master/tutorial_dmd_with_control_2d_system.html>`__
 
-5. `Dynamic mode decomposition with control (DMDc) for a 128D system <https://pykoopman
-.readthedocs.io/en/master/tutorial_dmd_with_control_128d_system.html>`__
+5. `Dynamic mode decomposition with control (DMDc) for a 128D system <https://pykoopman.readthedocs.io/en/master/tutorial_dmd_with_control_128d_system.html>`__
 
-6. `Dynamic mode decomposition with control on a high-dimensional linear system
-<https://pykoopman.readthedocs.io/en/master/tutorial_linear_random_control_system
-.html>`__
+6. `Dynamic mode decomposition with control on a high-dimensional linear system <https://pykoopman.readthedocs.io/en/master/tutorial_linear_random_control_system.html>`__
 
-7. `Successful examples of using Dynamic mode decomposition on PDE system
-<https://pykoopman.readthedocs.io/en/master/tutorial_dmd_succeeds_pde_examples
-.html>`__
+7. `Successful examples of using Dynamic mode decomposition on PDE system <https://pykoopman.readthedocs.io/en/master/tutorial_dmd_succeeds_pde_examples.html>`__
 
-8. `Unsuccessful examples of using Dynamic mode decomposition on PDE system <https://
-pykoopman.readthedocs.io/en/master/tutorial_dmd_failed_for_pde_examples.html>`__
+8. `Unsuccessful examples of using Dynamic mode decomposition on PDE system <https://pykoopman.readthedocs.io/en/master/tutorial_dmd_failed_for_pde_examples.html>`__
 
-9. `Extended DMD for Van Der Pol System <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_edmd_with_rbf.html>`__
+9. `Extended DMD for Van Der Pol System <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_edmd_with_rbf.html>`__
 
-10. `Learning Koopman eigenfunctions on Slow manifold <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_eigenfunction_model_slow_manifold.html>`__
+10. `Learning Koopman eigenfunctions on Slow manifold <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_eigenfunction_model_slow_manifold.html>`__
 
-11. `Comparing DMD and KDMD for Slow manifold dynamics <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_kdmd_on_slow_manifold.html>`__
+11. `Comparing DMD and KDMD for Slow manifold dynamics <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_kdmd_on_slow_manifold.html>`__
 
-12. `Extended DMD with control for chaotic duffing oscillator <https://pykoopman.
-readthedocs.io/en/master/tutorial_koopman_edmdc_for_chaotic_duffing_oscillator.html>`__
+12. `Extended DMD with control for chaotic duffing oscillator <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_edmdc_for_chaotic_duffing_oscillator.html>`__
 
-13. `Extended DMD with control for Van der Pol oscillator <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_edmdc_for_vdp_system.html>`__
+13. `Extended DMD with control for Van der Pol oscillator <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_edmdc_for_vdp_system.html>`__
 
-14. `Hankel Alternative View of Koopman Operator for Lorenz System <https://pykoopman.
-readthedocs.io/en/master/tutorial_koopman_havok_3d_lorenz.html>`__
+14. `Hankel Alternative View of Koopman Operator for Lorenz System <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_havok_3d_lorenz.html>`__
 
-15. `Hankel DMD with control for Van der Pol Oscillator <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_hankel_dmdc_for_vdp_system.html>`__
+15. `Hankel DMD with control for Van der Pol Oscillator <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_hankel_dmdc_for_vdp_system.html>`__
 
-16. `Neural Network DMD on Slow Manifold <https://pykoopman.readthedocs
-.io/en/master/tutorial_koopman_nndmd_examples
-.html>`__
+16. `Neural Network DMD on Slow Manifold <https://pykoopman.readthedocs.io/en/master/tutorial_koopman_nndmd_examples.html>`__
 
-17. `EDMD and NNDMD for a simple linear system <https://pykoopman.readthedocs
-.io/en/master/tutorial_linear_system_koopman_eigenfunctions_with_edmd_and_nndmd.html>`__
+17. `EDMD and NNDMD for a simple linear system <https://pykoopman.readthedocs.io/en/master/tutorial_linear_system_koopman_eigenfunctions_with_edmd_and_nndmd.html>`__
 
-18. `Sparisfying a minimal Koopman invariant subspace from EDMD for a simple linear
-system <https://pykoopman.readthedocs
-.io/en/master/tutorial_sparse_modes_selection_2d_linear_system.html>`__
+18. `Sparisfying a minimal Koopman invariant subspace from EDMD for a simple linear system <https://pykoopman.readthedocs.io/en/master/tutorial_sparse_modes_selection_2d_linear_system.html>`__
 
 Installation
 -------------