diff --git a/docs/examples.rst b/docs/examples.rst
index 2f7566b..b8c728c 100644
--- a/docs/examples.rst
+++ b/docs/examples.rst
@@ -211,8 +211,8 @@ acceleration, we refer to the Table as seen below.
    * - Intel(R) Core(TM) i5-8400 (6 threads) + RTX 2070
      - 2986s
    * - Intel(R) Xeon(R) Gold 6234 (16 threads) + A5000
-     - 3912
+     - 3912s
    * - Intel(R) Core(TM) i5-12400F (12 threads) + 1x GTX 1080 Ti
-     - 2759
+     - 2759s
    * - Intel(R) Core(TM) i5-12400F (12 threads) + 2x GTX 1080 Ti
      - 2067s
diff --git a/docs/index.rst b/docs/index.rst
index 4181888..89519e9 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -36,7 +36,8 @@ two chemical environments are the same can be probed.
 .. figure:: _static/img/similarity_analysis_co1121.png
     :align: center
 
-    Similarity analysis of the atoms for a Co(1121) slab model
+    Similarity analysis of the atoms for a Co(1121) slab model. An example script
+    how to produce these similarity plots can be found `here <https://github.com/ifilot/bramble/tree/master/scripts>`_.
 
 :program:`Bramble` has been developed at the Eindhoven University of Technology,
 Netherlands. :program:`Bramble` and its development are hosted on `github