diff --git a/README.md b/README.md
index 366c1a7..4dc4687 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@
 
 **Xi** is a python package that implements the paper 
 "Explaining classifiers with measures of statistical association"[[1]](#1)
-and "The Xi method: unlocking the mysteries of regression with Statistics"[[2](#2)<br>
+and "The Xi method: unlocking the mysteries of regression with Statistics"[[2]](#2)<br>
 
 The growing size and complexity of data as well as the need of accurate predictions, forces analysts to use black-box
 model. While the success of those models extends statistical application, it also increases the need for
diff --git a/xi_method/utils.py b/xi_method/utils.py
index d35d4f7..99cc4b9 100644
--- a/xi_method/utils.py
+++ b/xi_method/utils.py
@@ -9,7 +9,7 @@
 from xi_method.separation.measurement import builder_mapping
 from xi_method import _ROOT
 
-def load_wine_quality_dataset():
+def load_wine_quality_red_dataset():
 
     path = _ROOT / 'data' / 'winequality-red.csv'
     data = pd.read_csv(path,sep=";")