From d386993023367991d6e1077b8b0a908d749a18b8 Mon Sep 17 00:00:00 2001
From: MaartenGr <maarten_grootendorst@hotmail.com>
Date: Sat, 23 Jul 2022 10:31:52 +0200
Subject: [PATCH] Fix typo in documentation

---
 docs/tutorial/models/models.md | 4 ++--
 mkdocs.yml                     | 6 +++++-
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/docs/tutorial/models/models.md b/docs/tutorial/models/models.md
index 89627f0..4b3a5c0 100644
--- a/docs/tutorial/models/models.md
+++ b/docs/tutorial/models/models.md
@@ -31,7 +31,7 @@ from polyfuzz import PolyFuzz
 from_list = ["apple", "apples", "appl", "recal", "house", "similarity"]
 to_list = ["apple", "apples", "mouse"]
 
-tfidf = TFIDF(n_gram_range=(3, 3), min_similarity=0, matcher_id="TF-IDF")
+tfidf = TFIDF(n_gram_range=(3, 3), min_similarity=0, model_id="TF-IDF")
 model = PolyFuzz(tfidf).match(from_list, to_list)
 ``` 
 
@@ -267,7 +267,7 @@ from_list = ["apple", "apples", "appl", "recal", "house", "similarity"]
 to_list = ["apple", "apples", "mouse"]
 
 bert = TransformerWordEmbeddings('bert-base-multilingual-cased')
-bert_matcher = Embeddings(bert, min_similarity=0, matcher_id="BERT")
+bert_matcher = Embeddings(bert, min_similarity=0, model_id="BERT")
 tfidf_matcher = TFIDF(min_similarity=0)
 edit_matcher = EditDistance()
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 817b19b..4b8f019 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -32,7 +32,7 @@ nav:
 plugins:
   - mkdocstrings
   - search
-copyright: Copyright &copy; 2020 , Maintained by <a href="https://github.com/MaartenGr/">Maarten Grootendorst</a>.
+copyright: Copyright &copy; 2022 , Maintained by <a href="https://github.com/MaartenGr/">Maarten Grootendorst</a>.
 theme:
   name: material
   favicon: images/favicon.png
@@ -43,6 +43,10 @@ theme:
     primary: white
     accent: blue
 markdown_extensions:
+  - admonition
+  - pymdownx.details
+  - pymdownx.highlight
+  - pymdownx.superfences
   - toc:
       permalink: true
   - pymdownx.arithmatex: