diff --git a/pyspark-notebook/README.md b/pyspark-notebook/README.md
index 7c47e2e7..5e789441 100644
--- a/pyspark-notebook/README.md
+++ b/pyspark-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/pyspark-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/pyspark-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/pyspark-notebook.svg)](https://microbadger.com/images/jupyter/pyspark-notebook "jupyter/pyspark-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/pyspark-notebook.svg)](https://hub.docker.com/r/jupyter/pyspark-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/pyspark-notebook.svg)](https://hub.docker.com/r/jupyter/pyspark-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/pyspark-notebook.svg)](https://microbadger.com/images/jupyter/pyspark-notebook "jupyter/pyspark-notebook image metadata")
 
 # Jupyter Notebook Python, Spark, Mesos Stack