diff --git a/docs/data_argumentation.md b/docs/data_argumentation.md
deleted file mode 100644
index 726c4e2e..00000000
--- a/docs/data_argumentation.md
+++ /dev/null
@@ -1,23 +0,0 @@
-# Data Argumentation
-
-(pull request welcome)
-
-## What is data argumentation
-
-Data argumentation is a technique we can use to get better data faster. Using
-machine learning models analize long data (like an essay) and compress it into
-intructions.
-
-## How to contribute
-
-To contribute to data argumentation you can write a short python script that
-uses a model from huggingface to analize 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 4](https://colab.research.google.com/drive/1nZx5LRjO61fYprFyqtrwPDLOis6ctR4p#scrollTo=1EE8CriiaCXj)
-
-To contribute simple choose one of many ideas from the document above and
-implement it.
diff --git a/docs/data_augmentation.md b/docs/data_augmentation.md
new file mode 100644
index 00000000..603eda4b
--- /dev/null
+++ b/docs/data_augmentation.md
@@ -0,0 +1,23 @@
+# Data Augmentation
+
+(pull request welcome)
+
+## What is data augmentation
+
+Data augmentation is a technique we can use to get better data faster. Using
+machine learning models to analyze long data (like an essay) and compress it
+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.
+[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 4](https://colab.research.google.com/drive/1nZx5LRjO61fYprFyqtrwPDLOis6ctR4p#scrollTo=1EE8CriiaCXj)
+
+To contribute simply choose one of many ideas from the document above and
+implement it.