diff --git a/all-spark-notebook/README.md b/all-spark-notebook/README.md
index fd91b94b..4f50dff8 100644
--- a/all-spark-notebook/README.md
+++ b/all-spark-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/all-spark-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/all-spark-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/all-spark-notebook.svg)](https://microbadger.com/images/jupyter/all-spark-notebook "jupyter/all-spark-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/all-spark-notebook.svg)](https://hub.docker.com/r/jupyter/all-spark-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/all-spark-notebook.svg)](https://hub.docker.com/r/jupyter/all-spark-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/all-spark-notebook.svg)](https://microbadger.com/images/jupyter/all-spark-notebook "jupyter/all-spark-notebook image metadata")
 
 # Jupyter Notebook Python, Scala, R, Spark, Mesos Stack
 
diff --git a/base-notebook/README.md b/base-notebook/README.md
index b6eeb8ef..7984d6d2 100644
--- a/base-notebook/README.md
+++ b/base-notebook/README.md
@@ -1,4 +1,4 @@
-[![docker pulls](https://img.shields.io/docker/pulls/jupyter/base-notebook.svg)](https://hub.docker.com/r/jupyter/base-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/base-notebook.svg)](https://hub.docker.com/r/jupyter/base-notebook/) [![](https://images.microbadger.com/badges/image/jupyter/base-notebook.svg)](https://microbadger.com/images/jupyter/base-notebook "jupyter/base-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/base-notebook.svg)](https://hub.docker.com/r/jupyter/base-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/base-notebook.svg)](https://hub.docker.com/r/jupyter/base-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/base-notebook.svg)](https://microbadger.com/images/jupyter/base-notebook "jupyter/base-notebook image metadata")
 
 # Base Jupyter Notebook Stack
 
diff --git a/datascience-notebook/README.md b/datascience-notebook/README.md
index ef9e2478..a939cf99 100644
--- a/datascience-notebook/README.md
+++ b/datascience-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/datascience-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/datascience-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/datascience-notebook.svg)](https://microbadger.com/images/jupyter/datascience-notebook "jupyter/datascience-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/datascience-notebook.svg)](https://hub.docker.com/r/jupyter/datascience-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/datascience-notebook.svg)](https://hub.docker.com/r/jupyter/datascience-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/datascience-notebook.svg)](https://microbadger.com/images/jupyter/datascience-notebook "jupyter/datascience-notebook image metadata")
 
 # Jupyter Notebook Data Science Stack
 
diff --git a/minimal-notebook/README.md b/minimal-notebook/README.md
index 0d9f5146..3d926820 100644
--- a/minimal-notebook/README.md
+++ b/minimal-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/minimal-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/minimal-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/minimal-notebook.svg)](https://microbadger.com/images/jupyter/minimal-notebook "jupyter/minimal-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/minimal-notebook.svg)](https://hub.docker.com/r/jupyter/minimal-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/minimal-notebook.svg)](https://hub.docker.com/r/jupyter/minimal-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/minimal-notebook.svg)](https://microbadger.com/images/jupyter/minimal-notebook "jupyter/minimal-notebook image metadata")
 
 # Minimal Jupyter Notebook Stack
 
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
 
diff --git a/r-notebook/README.md b/r-notebook/README.md
index 51459565..8ed0cc49 100644
--- a/r-notebook/README.md
+++ b/r-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/r-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/r-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/r-notebook.svg)](https://microbadger.com/images/jupyter/r-notebook "jupyter/r-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/r-notebook.svg)](https://hub.docker.com/r/jupyter/r-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/r-notebook.svg)](https://hub.docker.com/r/jupyter/r-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/r-notebook.svg)](https://microbadger.com/images/jupyter/r-notebook "jupyter/r-notebook image metadata")
 
 # Jupyter Notebook R Stack
 
diff --git a/scipy-notebook/README.md b/scipy-notebook/README.md
index 7540d08d..32a97095 100644
--- a/scipy-notebook/README.md
+++ b/scipy-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/scipy-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/scipy-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/scipy-notebook.svg)](https://microbadger.com/images/jupyter/scipy-notebook "jupyter/scipy-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/scipy-notebook.svg)](https://hub.docker.com/r/jupyter/scipy-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/scipy-notebook.svg)](https://hub.docker.com/r/jupyter/scipy-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/scipy-notebook.svg)](https://microbadger.com/images/jupyter/scipy-notebook "jupyter/scipy-notebook image metadata")
 
 # Jupyter Notebook Scientific Python Stack
 
diff --git a/tensorflow-notebook/README.md b/tensorflow-notebook/README.md
index 83d44122..ae579182 100644
--- a/tensorflow-notebook/README.md
+++ b/tensorflow-notebook/README.md
@@ -1,4 +1,4 @@
-![docker pulls](https://img.shields.io/docker/pulls/jupyter/tensorflow-notebook.svg) ![docker stars](https://img.shields.io/docker/stars/jupyter/tensorflow-notebook.svg) [![](https://images.microbadger.com/badges/image/jupyter/tensorflow-notebook.svg)](https://microbadger.com/images/jupyter/tensorflow-notebook "jupyter/tensorflow-notebook image metadata")
+[![docker pulls](https://img.shields.io/docker/pulls/jupyter/tensorflow-notebook.svg)](https://hub.docker.com/r/jupyter/tensorflow-notebook/) [![docker stars](https://img.shields.io/docker/stars/jupyter/tensorflow-notebook.svg)](https://hub.docker.com/r/jupyter/tensorflow-notebook/) [![image metadata](https://images.microbadger.com/badges/image/jupyter/tensorflow-notebook.svg)](https://microbadger.com/images/jupyter/tensorflow-notebook "jupyter/tensorflow-notebook image metadata")
 
 # Jupyter Notebook Deep Learning Stack