diff --git a/website/docs/usage/_spacy-101/_language-data.jade b/website/docs/usage/_spacy-101/_language-data.jade
index aaca10ebb..1f75b47e8 100644
--- a/website/docs/usage/_spacy-101/_language-data.jade
+++ b/website/docs/usage/_spacy-101/_language-data.jade
@@ -22,7 +22,7 @@ p
 
 +aside-code.
     from spacy.lang.en import English
-    from spacy.lang.en import German
+    from spacy.lang.de import German
 
     nlp_en = English() # includes English data
     nlp_de = German() # includes German data
diff --git a/website/docs/usage/_spacy-101/_vocab.jade b/website/docs/usage/_spacy-101/_vocab.jade
index cff0b106e..3063262d5 100644
--- a/website/docs/usage/_spacy-101/_vocab.jade
+++ b/website/docs/usage/_spacy-101/_vocab.jade
@@ -112,4 +112,4 @@ p
     |  only works if you actually #[em know] that the document contains that
     |  word. To prevent this problem, spaCy will also export the #[code Vocab]
     |  when you save a #[code Doc] or #[code nlp] object. This will give you
-    |  the object and its encoded annotations, plus they "key" to decode it.
+    |  the object and its encoded annotations, plus the "key" to decode it.
diff --git a/website/docs/usage/spacy-101.jade b/website/docs/usage/spacy-101.jade
index a54e5cf66..ac3e808b3 100644
--- a/website/docs/usage/spacy-101.jade
+++ b/website/docs/usage/spacy-101.jade
@@ -65,7 +65,7 @@ p
         |  not designed specifically for chat bots, and only provides the
         |  underlying text processing capabilities.
     +item #[strong spaCy is not research software].
-        |  It's is built on the latest research, but it's designed to get
+        |  It's built on the latest research, but it's designed to get
         |  things done. This leads to fairly different design decisions than
         |  #[+a("https://github./nltk/nltk") NLTK]
         |  or #[+a("https://stanfordnlp.github.io/CoreNLP/") CoreNLP], which were
@@ -87,7 +87,7 @@ p
 
 +aside
     |  If one of spaCy's functionalities #[strong needs a model], it means that
-    |  you need to have one our the available
+    |  you need to have one of the available
     |  #[+a("/docs/usage/models") statistical models] installed. Models are used
     |  to #[strong predict] linguistic annotations – for example, if a word is
     |  a verb or a noun.