@@ -33,7 +33,7 @@ Key components of this reference deployment are:
3333-  ** Authenticator** : Uses [ Native Authenticator] ( https://github.com/jupyterhub/nativeauthenticator )  to authenticate users.
3434  Any user will be allowed to sign up.
3535
36- -  ** Spawner** : Uses  [ DockerSpawner] ( https://github.com/jupyterhub/dockerspawner ) 
36+ -  ** Spawner** :  Uses [ DockerSpawner] ( https://github.com/jupyterhub/dockerspawner ) 
3737  to spawn single-user Jupyter Notebook servers in separate Docker
3838  containers on the same host.
3939
@@ -85,14 +85,14 @@ JupyterHub may timeout if the image being pulled is large, so it is better to
8585pull the image to the host before running JupyterHub.
8686
8787This deployment defaults to the
88- [ jupyter/base-notebook] ( https://hub.docker.com/r /jupyter/base-notebook/  ) 
88+ [ quay.io/ jupyter/base-notebook] ( https://quay.io/repository /jupyter/base-notebook ) 
8989Notebook image, which is built from the ` base-notebook ` 
9090[ Docker stacks] ( https://github.com/jupyter/docker-stacks ) .
9191
9292You can pull the image using the following command:
9393
9494``` bash 
95- docker pull jupyter/base-notebook:latest
95+ docker pull quay.io/ jupyter/base-notebook:latest
9696``` 
9797
9898## Run JupyterHub  
@@ -166,8 +166,8 @@ Suppose you have the following running containers:
166166    docker ps --format " table {{.ID}}\t{{.Image}}\t{{.Names}}" 
167167
168168    CONTAINER ID        IMAGE                    NAMES
169-     bc02dd6bb91b        jupyter/minimal-notebook jupyter-jtyberg
170-     7b48a0b33389        jupyterhub               jupyterhub
169+     bc02dd6bb91b        quay.io/ jupyter/minimal-notebook jupyter-jtyberg
170+     7b48a0b33389        quay.io/ jupyterhub               jupyterhub
171171``` 
172172
173173In this deployment, the user's notebook directories (` /home/jovyan/work ` ) are backed by Docker volumes.
@@ -185,7 +185,7 @@ docker run --rm \
185185  -u root \
186186  -v /tmp:/backups \
187187  -v jtyberg:/notebooks \
188-   jupyter/minimal-notebook \
188+   quay.io/ jupyter/minimal-notebook \
189189  tar cvf /backups/jtyberg-backup.tar /notebooks
190190``` 
191191
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