diff --git a/new_specie/README.md b/new_specie/README.md
index 7f223b89f580ac63d2dcd73d9f4e5f2585646316..681579813a274eeb35e8cdfe74f085d02b983791 100755
--- a/new_specie/README.md
+++ b/new_specie/README.md
@@ -4,7 +4,7 @@ Vocalisation detection needs to be done prior to this process (stored in a .csv
 
 
 
-###Scripts need to be called in the following order:
+### Scripts need to be called in the following order:
 
 If you want to train your own auto-encoder (optional since the generic one might suffice), use `python train_AE.py detections.csv`
 
@@ -12,6 +12,6 @@ Use trained auto-encoder weights to project your vocalisations with `python comp
 
 Visualise vocalisation embeddings and resulting clusters with `python sort_cluster.py embeddings.npy detections.csv`
 
-use `python myscript.py --help` to get more information on each scripts' usage and options
+Use `python myscript.py --help` to get more information on each scripts' usage and options
 
 required packages can be install using  `pip install -r requirements.txt`