diff --git a/README.md b/README.md
index 241ff0f..ffb972d 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,9 @@ This repository contains a library for Extract, Transform and Load processes for
 
 You can report issues with current transformations, or suggest sources which should be added to this library using the GitHub issue tracker.
 
+This GitHub repository builds two different docker images:
+* The Dockerfile in the root dir builds https://registry.hub.docker.com/u/bjwebb/resource-projects-etl/
+* The Dockerfile in the `load` dir builds https://registry.hub.docker.com/u/bjwebb/resource-projects-etl-load/
 
 ## Processes
 Each process, located in the **process** folder consists of a collection of files that either (a) document a manual transformation of the data; or (b) perform an automated transformation.
@@ -17,24 +20,34 @@ Folders may contain:
 * A meta.json file, containing the meta-data which transform.py will use
 * A prov.ttl file containing provenance information (using [PROV-O](www.w3.org/TR/prov-o)) to be merged into the final graph
 
-The output of each process should be written to the root /data/ folder, from where it can be loaded onto the ResourceProjects.org platform.
+The output of each process should be written to the root data/ folder, from where it can be loaded onto the ResourceProjects.org platform.
 
 
+## Running locally
 
-## Requirements
+### Requirements
 
 * Python 3
 * Bash
 
-### Getting started
+### Run
 
 ```
 virtualenv .ve --python=/usr/bin/python3
 source .ve/bin/activate
 pip install -r requirements.txt
+./transform_all.sh
 ```
 
-### Running with docker
+You will then have some data in the data/ directory. Currently the load step can only be run with docker.
+
+## Running with docker
+
+### Requirements
+
+Docker *1.7* (actual requirement may be >=1.6, but 1.7 is what's been tested. This is required because the docker library python image doesn't work otherwise).
+
+### Running from docker hub
 
 ```
 docker rm -f rp-etl rp-load
@@ -43,3 +56,13 @@ docker run --name rp-load --link virtuoso:virtuoso --volumes-from virtuoso --vol
 ```
 
 To run the last command you will need [virtuoso container running](https://github.com/NRGI/resourceprojects.org-frontend/#pre-requisites).
+
+
+### Building docker images
+
+```
+docker build -t bjwebb/resource-projects-etl .
+docker build -t bjwebb/resource-projects-etl-load load
+```
+
+Then run as described above. (You may want to use a different name for your own images, so as not to get confused with those actually from docker hub).
diff --git a/load/Dockerfile b/load/Dockerfile
index d184815..cfc2b1d 100644
--- a/load/Dockerfile
+++ b/load/Dockerfile
@@ -1,3 +1,5 @@
+# Build based on virtuoso container in order to have access to virtuoso's
+# isql command.
 FROM caprenter/automated-build-virtuoso
 ADD load.sh /load.sh
 ADD import.sql /import.sql