diff --git a/docs/data_augmentation.md b/docs/data_augmentation.md
index 0a0f509f..603eda4b 100644
--- a/docs/data_augmentation.md
+++ b/docs/data_augmentation.md
@@ -10,13 +10,13 @@ into instructions.
 
 ## How to contribute
 
-To contribute to data augmentation you can write a short Python script that
-uses a model from HuggingFace to analyze the text.
+To contribute to data augmentation you can write a short Python script that uses
+a model from HuggingFace to analyze the text.
 [Here](https://docs.google.com/document/d/13a188pPvqnlvuVa3e_suVz4YO5s-JWeiOOrpp0odImg/edit)
 are examples of what you can do.
 
 And here are example implementations:
-[Idea 3](https://colab.research.google.com/drive/1GllCN5PgSYxBxINZsv3A2r0SpdznHlbT?usp=sharing), 
+[Idea 3](https://colab.research.google.com/drive/1GllCN5PgSYxBxINZsv3A2r0SpdznHlbT?usp=sharing),
 [Idea 4](https://colab.research.google.com/drive/1nZx5LRjO61fYprFyqtrwPDLOis6ctR4p#scrollTo=1EE8CriiaCXj)
 
 To contribute simply choose one of many ideas from the document above and