diff --git a/umap/__init__.py b/umap/__init__.py
index 707faadc..cbfab60f 100644
--- a/umap/__init__.py
+++ b/umap/__init__.py
@@ -1 +1 @@
-VERSION = "2.3.0"
+VERSION = "2.3.1"