diff --git a/README.md b/README.md
index fd91b85..4e87a77 100644
--- a/README.md
+++ b/README.md
@@ -6,4 +6,4 @@ It documents an exploration to rethink "distance" for maps of social movements,
The project contains two steps. The first is documented in the [Mapping Movements notebook](Mapping%20Movements.ipynb), which explores different ways to calculate similarity using text embeddings, relying on the off-the-shelf Doc2Vec model.
-In a second step this notion of distance-as-similarity is rendered on [a map of movements](similarities_map.html), which changes depending on the initiative that is selected. There is thus no single, canonical rendering of the map, but a map that is different for each initiative.
\ No newline at end of file
+In a second step this notion of distance-as-similarity is rendered on [a map of movements](http://copernicus.rubenvandeven.com/similarities_map.html) ([code](similarities_map.html)), which changes depending on the initiative that is selected. There is thus no single, canonical rendering of the map, but a map that is different for each initiative.
\ No newline at end of file
diff --git a/similarities_map.html b/similarities_map.html
index 4b698ab..b71ec23 100644
--- a/similarities_map.html
+++ b/similarities_map.html
@@ -226,7 +226,7 @@
This map was created by Ruben van de Ven for the Mapping Movements pressure cooker,
- organised by Creative Coding Utrecht for the Copernicus Institute of the Utrecht University.
+ organised by Creative Coding Utrecht for the Copernicus Institute of the Utrecht University. More information about the rationale is in the repository.