diff --git a/README.md b/README.md
index 4b4c810..776c9eb 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ from advertion import validate
 train = pd.read_csv("...")
 test = pd.read_csv("...")
 
-are_similar = validate(
+validate(
     trainset=train,
     testset=test,
     target="label",
diff --git a/mkdocs.yml b/mkdocs.yml
index 0250a4e..32ff336 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -52,4 +52,6 @@ extra:
         - icon: fontawesome/brands/github-alt
           link: 'https://github.com/ilias-ant'
         - icon: fontawesome/brands/linkedin
-          link: 'https://www.linkedin.com/in/ilias-ant'
\ No newline at end of file
+          link: 'https://www.linkedin.com/in/ilias-ant'
+        - icon: fontawesome/solid/blog
+          link: 'https://ilias-ant.github.io/'