diff --git a/README.rst b/README.rst
index 5e3514b8..70973362 100644
--- a/README.rst
+++ b/README.rst
@@ -14,8 +14,7 @@ Based on the paper:
     In: Advances in Knowledge Discovery and Data Mining, Springer, pp 160-172.
     2013
     
-Notebooks `comparing HDBSCAN to other clustering algorithms <http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/Comparing%20Clustering%20Algorithms.ipynb>`_, 
-and explaining `how HDBSCAN works <http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/How%20HDBSCAN%20Works.ipynb>`_ are available.
+Notebooks `comparing HDBSCAN to other clustering algorithms <http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/Comparing%20Clustering%20Algorithms.ipynb>`_, explaining `how HDBSCAN works <http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/How%20HDBSCAN%20Works.ipynb>`_ and `comparing performance with other python clustering implementations <http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/Benchmarking%20scalability%20of%20clustering%20implementations.ipynb>`_ are available.
 
 ------------------
 How to use HDBSCAN