diff --git a/README.md b/README.md
index 38f627a..50b8bd5 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# mfcode jupyterhub default
+# jupyterlab-maxfordham
 
 This repo is the suggested default environment for Max Fordham's Engineers 
 to develop custom Notebooks and python Apps for Engineering Automation. 
@@ -26,10 +26,10 @@ In the root you will find:
 ```
 
 - [WhirlwindTourOfPython](https://jakevdp.github.io/WhirlwindTourOfPython/)
-	- Author: [Jake Vanderplas](http://vanderplas.com/) - python Guru at Google 
+	- Author: [Jake Vanderplas](http://vanderplas.com/) - python Guru, creator of Altair and other python libs.
 	- The perfect introduction to pure-python 
 - [PythonDataScienceHandbook](https://jakevdp.github.io/PythonDataScienceHandbook/)
-	- Author: [Jake Vanderplas](http://vanderplas.com/) - python Guru at Google 
+	- Author: [Jake Vanderplas](http://vanderplas.com/) - python Guru, creator of Altair and other python libs.
 	- Introdocuces data-manipulation libraries numpy (mathematical arrays) and pandas 
 	(dataframes) and associated tools 
 - Visualisation
@@ -40,4 +40,4 @@ In the root you will find:
 	- Tutorial for making a simple user-input form.
 - ipyrun-tutorials
 	- Author: mfcode
-	- Tutorial for making a simple app. 
\ No newline at end of file
+	- Tutorial for making a simple app.