diff --git a/website/docs/api/displacy.jade b/website/docs/api/displacy.jade
index 994c8aec3..7616c4374 100644
--- a/website/docs/api/displacy.jade
+++ b/website/docs/api/displacy.jade
@@ -3,16 +3,16 @@
 include ../../_includes/_mixins
 
 p
-    |  As of v2.0, spaCy comes with a built-in visualisation suite. For more
+    |  As of v2.0, spaCy comes with a built-in visualization suite. For more
     |  info and examples, see the usage workflow on
-    |  #[+a("/docs/usage/visualizing") visualising spaCy].
+    |  #[+a("/docs/usage/visualizers") visualizing spaCy].
 
 
 +h(2, "serve") serve
     +tag method
 
 p
-    |  Serve a dependency parse tree or named entity visualisation to view it
+    |  Serve a dependency parse tree or named entity visualization to view it
     |  in your browser. Will run a simple web server.
 
 +aside-code("Example").
@@ -27,13 +27,13 @@ p
     +row
         +cell #[code docs]
         +cell list or #[code Doc]
-        +cell Document(s) to visualise.
+        +cell Document(s) to visualize.
         +cell
 
     +row
         +cell #[code style]
         +cell unicode
-        +cell Visualisation style, #[code 'dep'] or #[code 'ent'].
+        +cell Visualization style, #[code 'dep'] or #[code 'ent'].
         +cell #[code 'dep']
 
     +row
@@ -51,19 +51,19 @@ p
     +row
         +cell #[code options]
         +cell dict
-        +cell #[+a("#options") Visualiser-specific options], e.g. colors.
+        +cell #[+a("#options") Visualizer-specific options], e.g. colors.
         +cell #[code {}]
 
     +row
         +cell #[code port]
         +cell int
-        +cell Port to serve visualisation.
+        +cell Port to serve visualization.
         +cell #[code 5000]
 
 +h(2, "render") render
     +tag method
 
-p Render a dependency parse tree or named entity visualisation.
+p Render a dependency parse tree or named entity visualization.
 
 +aside-code("Example").
     import spacy
@@ -76,13 +76,13 @@ p Render a dependency parse tree or named entity visualisation.
     +row
         +cell #[code docs]
         +cell list or #[code Doc]
-        +cell Document(s) to visualise.
+        +cell Document(s) to visualize.
         +cell
 
     +row
         +cell #[code style]
         +cell unicode
-        +cell Visualisation style, #[code 'dep'] or #[code 'ent'].
+        +cell Visualization style, #[code 'dep'] or #[code 'ent'].
         +cell #[code 'dep']
 
     +row
@@ -108,7 +108,7 @@ p Render a dependency parse tree or named entity visualisation.
     +row
         +cell #[code options]
         +cell dict
-        +cell #[+a("#options") Visualiser-specific options], e.g. colors.
+        +cell #[+a("#options") Visualizer-specific options], e.g. colors.
         +cell #[code {}]
 
     +footrow
@@ -117,14 +117,14 @@ p Render a dependency parse tree or named entity visualisation.
         +cell Rendered HTML markup.
         +cell
 
-+h(2, "options") Visualiser options
++h(2, "options") Visualizer options
 
 p
     |  The #[code options] argument lets you specify additional settings for
-    |  each visualiser. If a setting is not present in the options, the default
+    |  each visualizer. If a setting is not present in the options, the default
     |  value will be used.
 
-+h(3, "options-dep") Dependency Visualiser options
++h(3, "options-dep") Dependency Visualizer options
 
 +aside-code("Example").
     options = {'compact': True, 'color': 'blue'}
@@ -191,7 +191,7 @@ p
         +cell Distance between words in px.
         +cell #[code 175] / #[code 85] (compact)
 
-+h(3, "options-ent") Named Entity Visualiser options
++h(3, "options-ent") Named Entity Visualizer options
 
 +aside-code("Example").
     options = {'ents': ['person', 'org', 'product'],