diff --git a/docker-compose.yml b/docker-compose.yml
index c2ffdc7..b87e35f 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -11,7 +11,7 @@
       - VIRTUAL_PORT=8000
       - LETSENCRYPT_HOST=jupyter.floop.org.uk
       - LETSENCRYPT_EMAIL=alex@floop.org.uk
-      - DOCKER_JUPYTER_IMAGE=jupyter/scipy-notebook
+      - DOCKER_JUPYTER_IMAGE=cloudfluff/gssnotebook
       - DOCKER_NETWORK_NAME=${COMPOSE_PROJECT_NAME}_default
       - HUB_IP=jupyterhub
       - OAUTH_CALLBACK_URL
@@ -22,8 +22,9 @@
       - default
     restart: always
 
-  jupyterlab:
-    image: jupyter/scipy-notebook
+  gssnotebook:
+    build: gssnotebook
+    image: cloudfluff/gssnotebook
     command: echo
     networks:
       - default
diff --git a/gssnotebook/Dockerfile b/gssnotebook/Dockerfile
new file mode 100644
index 0000000..2034918
--- /dev/null
+++ b/gssnotebook/Dockerfile
@@ -0,0 +1,10 @@
+FROM cloudfluff/databaker
+
+RUN pip3 install --no-cache-dir \
+    jupyterhub==1.0.0
+RUN useradd -m jovyan
+ENV HOME=/home/jovyan
+WORKDIR $HOME
+USER gssuser
+
+CMD ["jupyterhub-singleuser"]
\ No newline at end of file