diff --git a/website/src/jade/home/_usage.jade b/website/src/jade/home/_usage.jade
index 12dc9e2a5..15e73a568 100644
--- a/website/src/jade/home/_usage.jade
+++ b/website/src/jade/home/_usage.jade
@@ -6,13 +6,16 @@ mixin example(name)
 
 
 +example("Load resources and process text")
-  include:doctest_all ../../../tests/test_load_resources_and_process_text.txt
+  pre.language-python: code
+    include ../../code/home.load_resources_and_process_text
 
 +example("Get tokens and sentences")
-  include:doctest ../../../tests/test_get_tokens_and_sentences.txt
+  pre.language-python: code
+    include ../../code/home.get_tokens_and_sentences
 
 +example("Use integer IDs for any string")
-  include:doctest ../../../tests/test_use_interger_ids_for_any_strings.txt
+  pre.language-python: code
+    include ../../code/home.use_integer_ids_for_any_strings
 
 +example("Get and set string views and flags")
   pre.language-python: code
diff --git a/website/tests/test_get_tokens_and_sentences.txt b/website/tests/test_get_tokens_and_sentences.txt
deleted file mode 100644
index e649a6f6d..000000000
--- a/website/tests/test_get_tokens_and_sentences.txt
+++ /dev/null
@@ -1,8 +0,0 @@
->>> from spacy.en import English                        ###
->>> nlp = English()                                     ###
->>> doc = nlp(u'Hello, world. Here are two sentences.') ###
->>>
->>> token = doc[0]
->>> sentence = doc.sents.next()
->>> assert token is sentence[0]
->>> assert sentence.text == 'Hello, world.'
diff --git a/website/tests/test_load_resources_and_process_text.txt b/website/tests/test_load_resources_and_process_text.txt
deleted file mode 100644
index 9937be1b0..000000000
--- a/website/tests/test_load_resources_and_process_text.txt
+++ /dev/null
@@ -1,5 +0,0 @@
->>> from spacy.en import English
->>> nlp = English()
->>> doc = nlp(u'Hello, world. Here are two sentences.')
->>> print([s.string for s in doc.sents])
-[u'Hello, world. ', u'Here are two sentences.']
diff --git a/website/tests/test_use_interger_ids_for_any_strings.txt b/website/tests/test_use_interger_ids_for_any_strings.txt
deleted file mode 100644
index ec66c2729..000000000
--- a/website/tests/test_use_interger_ids_for_any_strings.txt
+++ /dev/null
@@ -1,10 +0,0 @@
->>> from spacy.en import English                        ###
->>> nlp = English()                                     ###
->>> doc = nlp(u'Hello, world. Here are two sentences.') ###
->>> token = doc[0]                                      ###
->>>
->>> hello_id = nlp.vocab.strings['Hello']
->>> hello_str = nlp.vocab.strings[hello_id]
->>>
->>> assert token.orth  == hello_id  == 469755
->>> assert token.orth_ == hello_str == 'Hello'