diff --git a/README.md b/README.md
index 3ddf0699..79375887 100644
--- a/README.md
+++ b/README.md
@@ -196,7 +196,7 @@ from og_marl.loggers import TerminalLogger
 
 # Download the dataset
 download_flashbax_dataset(
-    env_name="smac_v1", 
+    env_name="smac_v1",
     scenario_name="8m",
     base_dir="datasets/flashbax"
 )
diff --git a/install_environments/mamujoco.sh b/install_environments/mamujoco.sh
index b045444e..4253377c 100755
--- a/install_environments/mamujoco.sh
+++ b/install_environments/mamujoco.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-# Make sure you have these packages installed 
+# Make sure you have these packages installed
 sudo apt install libosmesa6-dev libgl1-mesa-glx libglfw3 patchelf
 
 export MUJOCOPATH=~/.mujoco
diff --git a/install_environments/smacv1.sh b/install_environments/smacv1.sh
index e1b9e59a..6e7f6c06 100755
--- a/install_environments/smacv1.sh
+++ b/install_environments/smacv1.sh
@@ -18,7 +18,7 @@ mkdir -p $MAP_DIR
 wget https://github.com/oxwhirl/smac/releases/download/v0.1-beta1/SMAC_Maps.zip
 unzip SMAC_Maps.zip
 mv SMAC_Maps $MAP_DIR
-rm -rf SMAC_Maps.zip 
+rm -rf SMAC_Maps.zip
 
 echo 'StarCraft II is installed.'
 
diff --git a/install_environments/smacv2.sh b/install_environments/smacv2.sh
index e17bf01c..2e46e8e9 100644
--- a/install_environments/smacv2.sh
+++ b/install_environments/smacv2.sh
@@ -18,7 +18,7 @@ mkdir -p $MAP_DIR
 wget https://github.com/oxwhirl/smacv2/releases/download/maps/SMAC_Maps.zip
 unzip SMAC_Maps.zip -d SMAC_Maps
 mv SMAC_Maps $MAP_DIR
-rm -rf SMAC_Maps.zip 
+rm -rf SMAC_Maps.zip
 
 echo 'StarCraft II is installed.'
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 16c01b0c..c2fa9255 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -3,7 +3,7 @@ site_author: InstaDeep Research
 site_url: https://instadeepai.github.io/og-marl/
 site_dir: public
 
-theme: 
+theme:
   name: material
   logo: assets/instadeep_logo.png
   favicon: assets/instadeep_logo.png