diff --git a/README.md b/README.md
index c4fcbd500f49a034446d76872d0abe76ace95516..9fca8a3050a1800de7a2a70c021e5e5759745af2 100644
--- a/README.md
+++ b/README.md
@@ -25,15 +25,15 @@ Note: It is recommended to use C++11 and pybind11.
 
 ## Contents
 
-_Input_: Contains the input files used for the results displayed in the publication.
+**Input**: Contains the input files used for the results displayed in the publication.
 
-_Code_:
+**Code**:
 
 1. Code Approach 1 and 2 (2.1 - 2.2): Contains pattern searching and similarity algorithms.
 
 2. Code statistical methods: Contains the statistical methods used in the paper.
 
-_Output_: All generated output files will be saved here.
+**Output**: All generated output files will be saved here.
  
 ## Usage
 
@@ -55,10 +55,6 @@ Analysis_of_similarities-patterns_significance__DR.ipynb stablish the proposed d
 
 
 
-All Output will be directly generated inside the Output directory.
-
-
-