diff --git a/manifest.toml b/manifest.toml
index ca0b222..31dcc57 100644
--- a/manifest.toml
+++ b/manifest.toml
@@ -5,7 +5,7 @@ name = "Home Assistant"
 description.en = "Home automation platform"
 description.fr = "Plateforme domotique"
 
-version = "2023.10.1~ynh1"
+version = "2023.10.1~ynh2"
 
 maintainers = ["ewilly"]
 
diff --git a/scripts/_common.sh b/scripts/_common.sh
index 7d7a910..8e9e576 100644
--- a/scripts/_common.sh
+++ b/scripts/_common.sh
@@ -149,6 +149,10 @@ myynh_upgrade_venv_directory () {
 	# Remove old python links before recreating them
 	find "$install_dir/bin/" -type l -name 'python*' -exec bash -c 'rm -f "$1"' _ {} \;
 	
+	# Remove old python directories before recreating them
+	find "$install_dir/lib/" -mindepth 1 -maxdepth 1 -type d -name "python*" -not -path "*/python${py_required_version%.*}" -exec bash -c 'rm -Rf "$1"' _ {} \;
+	find "$install_dir/include/site/" -mindepth 1 -maxdepth 1 -type d -name "python*" -not -path "*/python${py_required_version%.*}" -exec bash -c 'rm -Rf "$1"' _ {} \;
+	
 	# Upgrade the virtual environment directory
 	ynh_exec_as $app $py_app_version -m venv --upgrade "$install_dir"
 }