diff --git a/README.md b/README.md
index e7d82a9..4a374d8 100644
--- a/README.md
+++ b/README.md
@@ -18,14 +18,17 @@ You can install this software into a Python 3.9 - 3.10 environment with
 ```bash
 pip install timegan
 ```
+
 ## Creating a singularity container
+
 Creeating a singularity container is currently supported with apptainer
 
 ```bash
 apptainer build 'envname'.sif timeGANenv.def
 ```
 
-And can be tested with 
+And can be tested with
+
 ```bash
 apptainer shell 'envname'.sif
 pip list