diff --git a/spacy/glossary.py b/spacy/glossary.py
index 4df5264a6..ed1c22c21 100644
--- a/spacy/glossary.py
+++ b/spacy/glossary.py
@@ -60,7 +60,7 @@ GLOSSARY = {
     'JJR':          'adjective, comparative',
     'JJS':          'adjective, superlative',
     'LS':           'list item marker',
-    'MD':           'verb, modal auxillary',
+    'MD':           'verb, modal auxiliary',
     'NIL':          'missing tag',
     'NN':           'noun, singular or mass',
     'NNP':          'noun, proper singular',
@@ -91,7 +91,7 @@ GLOSSARY = {
     'NFP':          'superfluous punctuation',
     'GW':           'additional word in multi-word expression',
     'XX':           'unknown',
-    'BES':          'auxillary "be"',
+    'BES':          'auxiliary "be"',
     'HVS':          'forms of "have"',
 
 
diff --git a/website/docs/api/_annotation/_pos-tags.jade b/website/docs/api/_annotation/_pos-tags.jade
index ea3a225bf..51db4f4e2 100644
--- a/website/docs/api/_annotation/_pos-tags.jade
+++ b/website/docs/api/_annotation/_pos-tags.jade
@@ -21,7 +21,7 @@ p
     +pos-row("$", "SYM", "SymType=currency", "symbol, currency")
     +pos-row("ADD", "X", "", "email")
     +pos-row("AFX", "ADJ", "Hyph=yes", "affix")
-    +pos-row("BES", "VERB", "", 'auxillary "be"')
+    +pos-row("BES", "VERB", "", 'auxiliary "be"')
     +pos-row("CC", "CONJ", "ConjType=coor", "conjunction, coordinating")
     +pos-row("CD", "NUM", "NumType=card", "cardinal number")
     +pos-row("DT", "DET", "determiner")
@@ -35,7 +35,7 @@ p
     +pos-row("JJR", "ADJ", "Degree=comp", "adjective, comparative")
     +pos-row("JJS", "ADJ", "Degree=sup", "adjective, superlative")
     +pos-row("LS", "PUNCT", "NumType=ord", "list item marker")
-    +pos-row("MD", "VERB", "VerbType=mod", "verb, modal auxillary")
+    +pos-row("MD", "VERB", "VerbType=mod", "verb, modal auxiliary")
     +pos-row("NFP", "PUNCT", "", "superfluous punctuation")
     +pos-row("NIL", "", "", "missing tag")
     +pos-row("NN", "NOUN", "Number=sing", "noun, singular or mass")
diff --git a/website/docs/api/features.jade b/website/docs/api/features.jade
index 018790145..21481cf65 100644
--- a/website/docs/api/features.jade
+++ b/website/docs/api/features.jade
@@ -18,7 +18,7 @@ p
     |  consisting of the words to be processed.
 
 p
-    |  Each state consists of the words on the stack (if any), which consistute
+    |  Each state consists of the words on the stack (if any), which constitute
     |  the current entity being constructed. We also have the current word, and
     |  the two subsequent words. Finally, we also have the entities previously
     |  built.
diff --git a/website/docs/api/span.jade b/website/docs/api/span.jade
index 770ee3e9b..d2d3d0f27 100644
--- a/website/docs/api/span.jade
+++ b/website/docs/api/span.jade
@@ -222,7 +222,7 @@ p The sentence span that this span is a part of.
 
 p
     |  The token within the span that's highest in the parse tree. If there's a
-    |  tie, the earlist is prefered.
+    |  tie, the earliest is preferred.
 
 +table(["Name", "Type", "Description"])
     +footrow
diff --git a/website/docs/usage/adding-languages.jade b/website/docs/usage/adding-languages.jade
index 30c4486b0..7d893b4eb 100644
--- a/website/docs/usage/adding-languages.jade
+++ b/website/docs/usage/adding-languages.jade
@@ -28,7 +28,7 @@ p
         |  #[a(href="#word-vectors") word vectors].
 
     +item
-        |  #[strong Set up] a #[a(href="#model-directory") model direcory] and #[strong train] the #[a(href="#train-tagger-parser") tagger and parser].
+        |  #[strong Set up] a #[a(href="#model-directory") model directory] and #[strong train] the #[a(href="#train-tagger-parser") tagger and parser].
 
 p
     |  For some languages, you may also want to develop a solution for
@@ -303,7 +303,7 @@ p
 p
     |  Because languages can vary in quite arbitrary ways, spaCy avoids
     |  organising the language data into an explicit inheritance hierarchy.
-    |  Instead, reuseable functions and data are collected as atomic pieces in
+    |  Instead, reusable functions and data are collected as atomic pieces in
     |  the #[code spacy.language_data] package.
 
 +aside-code("Example").
diff --git a/website/docs/usage/customizing-tokenizer.jade b/website/docs/usage/customizing-tokenizer.jade
index 354a56c22..ca5be9ef1 100644
--- a/website/docs/usage/customizing-tokenizer.jade
+++ b/website/docs/usage/customizing-tokenizer.jade
@@ -21,7 +21,7 @@ p
 +h(2, "special-cases") Adding special case tokenization rules
 
 p
-    |  Most domains have at least some idiosyncracies that require custom
+    |  Most domains have at least some idiosyncrasies that require custom
     |  tokenization rules. Here's how to add a special case rule to an existing
     |  #[+api("tokenizer") #[code Tokenizer]] instance:
 
diff --git a/website/docs/usage/index.jade b/website/docs/usage/index.jade
index 9ad2fde5f..092c996b3 100644
--- a/website/docs/usage/index.jade
+++ b/website/docs/usage/index.jade
@@ -87,7 +87,7 @@ p
     |  The other way to install spaCy is to clone its
     |  #[+a(gh("spaCy")) GitHub repository] and build it from source. That is
     |  the common way if you want to make changes to the code base. You'll need to
-    |  make sure that you have a development enviroment consisting of a Python
+    |  make sure that you have a development environment consisting of a Python
     |  distribution including header files, a compiler,
     |  #[+a("https://pip.pypa.io/en/latest/installing/") pip],
     |  #[+a("https://virtualenv.pypa.io/") virtualenv] and
diff --git a/website/docs/usage/models.jade b/website/docs/usage/models.jade
index 2d0f83663..4951ea211 100644
--- a/website/docs/usage/models.jade
+++ b/website/docs/usage/models.jade
@@ -205,7 +205,7 @@ p
     |  is mostly intended as a convenient, interactive wrapper. It performs
     |  compatibility checks and prints detailed error messages and warnings.
     |  However, if you're downloading models as part of an automated build
-    |  process, this only adds an unecessary layer of complexity. If you know
+    |  process, this only adds an unnecessary layer of complexity. If you know
     |  which models your application needs, you should be specifying them directly.
 
 +aside("Prevent re-downloading models")
diff --git a/website/docs/usage/pos-tagging.jade b/website/docs/usage/pos-tagging.jade
index cded00b6c..3f22ab43f 100644
--- a/website/docs/usage/pos-tagging.jade
+++ b/website/docs/usage/pos-tagging.jade
@@ -50,7 +50,7 @@ p
         +cell #[code VerbForm=Fin], #[code Mood=Ind], #[code Tense=Pres]
 
     +row
-        +cell I read the paper yesteday
+        +cell I read the paper yesterday
         +cell read
         +cell read
         +cell verb
diff --git a/website/docs/usage/saving-loading.jade b/website/docs/usage/saving-loading.jade
index 8978cce7a..56b218c29 100644
--- a/website/docs/usage/saving-loading.jade
+++ b/website/docs/usage/saving-loading.jade
@@ -58,7 +58,7 @@ p This command will create a model package directory that should look like this:
 
 p
     |  You can also find templates for all files in our
-    |  #[+a(gh("spacy-dev-resouces", "templates/model")) spaCy dev resources].
+    |  #[+a(gh("spacy-dev-resources", "templates/model")) spaCy dev resources].
     |  If you're creating the package manually, keep in mind that the directories
     |  need to be named according to the naming conventions of
     |  #[code [language]_[name]] and #[code [language]_[name]-[version]]. The