diff --git a/website/docs/images/displacy-ent.html b/website/docs/images/displacy-ent.html
deleted file mode 100644
index 4432bfd45..000000000
--- a/website/docs/images/displacy-ent.html
+++ /dev/null
@@ -1,18 +0,0 @@
-But
-Google
-ORGis starting from behind. The company made a late push into hardware,
-and
-Apple
-ORG’s
-Siri
-PRODUCT, available on
-iPhones
-PRODUCT, and
-Amazon
-ORG’s
-Alexa
-PRODUCTsoftware, which runs on its
-Echo
-PRODUCTand
-Dot
-PRODUCTdevices, have clear leads in consumer adoption.
diff --git a/website/docs/images/displacy-ent1.html b/website/docs/images/displacy-ent1.html
new file mode 100644
index 000000000..6e3de2675
--- /dev/null
+++ b/website/docs/images/displacy-ent1.html
@@ -0,0 +1,16 @@
+
+
+ Apple
+ ORG
+
+ is looking at buying
+
+ U.K.
+ GPE
+
+ startup for
+
+ $1 billion
+ MONEY
+
+
diff --git a/website/docs/images/displacy-ent2.html b/website/docs/images/displacy-ent2.html
new file mode 100644
index 000000000..e72640b51
--- /dev/null
+++ b/website/docs/images/displacy-ent2.html
@@ -0,0 +1,18 @@
+
+ When
+
+ Sebastian Thrun
+ PERSON
+
+ started working on self-driving cars at
+
+ Google
+ ORG
+
+ in
+
+ 2007
+ DATE
+
+ , few people outside of the company took him seriously.
+
diff --git a/website/docs/usage/101/_named-entities.md b/website/docs/usage/101/_named-entities.md
index e6bdfdf32..54db6dbe8 100644
--- a/website/docs/usage/101/_named-entities.md
+++ b/website/docs/usage/101/_named-entities.md
@@ -32,7 +32,7 @@ for ent in doc.ents:
Using spaCy's built-in [displaCy visualizer](/usage/visualizers), here's what
our example sentence and its named entities look like:
-import DisplaCyEntHtml from 'images/displacy-ent.html'; import { Iframe } from
+import DisplaCyEntHtml from 'images/displacy-ent1.html'; import { Iframe } from
'components/embed'
-
+
diff --git a/website/docs/usage/linguistic-features.md b/website/docs/usage/linguistic-features.md
index 4e085cb19..5c1e56157 100644
--- a/website/docs/usage/linguistic-features.md
+++ b/website/docs/usage/linguistic-features.md
@@ -564,19 +564,16 @@ For more details and examples, see the
import spacy
from spacy import displacy
-text = """But Google is starting from behind. The company made a late push
-into hardware, and Apple’s Siri, available on iPhones, and Amazon’s Alexa
-software, which runs on its Echo and Dot devices, have clear leads in
-consumer adoption."""
+text = u"When Sebastian Thrun started working on self-driving cars at Google in 2007, few people outside of the company took him seriously."
-nlp = spacy.load("custom_ner_model")
+nlp = spacy.load("en_core_web_sm")
doc = nlp(text)
displacy.serve(doc, style="ent")
```
-import DisplacyEntHtml from 'images/displacy-ent.html'
+import DisplacyEntHtml from 'images/displacy-ent2.html'
-
+
## Tokenization {#tokenization}
diff --git a/website/docs/usage/visualizers.md b/website/docs/usage/visualizers.md
index 9fd5b3302..16cdc94fc 100644
--- a/website/docs/usage/visualizers.md
+++ b/website/docs/usage/visualizers.md
@@ -117,19 +117,16 @@ text.
import spacy
from spacy import displacy
-text = """But Google is starting from behind. The company made a late push
-into hardware, and Apple’s Siri, available on iPhones, and Amazon’s Alexa
-software, which runs on its Echo and Dot devices, have clear leads in
-consumer adoption."""
+text = u"When Sebastian Thrun started working on self-driving cars at Google in 2007, few people outside of the company took him seriously."
-nlp = spacy.load("custom_ner_model")
+nlp = spacy.load("en_core_web_sm")
doc = nlp(text)
displacy.serve(doc, style="ent")
```
-import DisplacyEntHtml from 'images/displacy-ent.html'
+import DisplacyEntHtml from 'images/displacy-ent2.html'
-
+
The entity visualizer lets you customize the following `options`: