Update README.md

README.md

@@ -1,27 +1,26 @@
-# HyperSpy demos
+# exSpy demos
 
-[![Live demos (Binder)](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/hyperspy/hyperspy-demos/main)
-[![Notebook Viewer (nbviewer)](https://raw.githubusercontent.com/jupyter/design/master/logos/Badges/nbviewer_badge.svg?sanitize=true)](http://nbviewer.ipython.org/github/hyperspy/hyperspy-demos/tree/main/)
-[![Documentation Status](https://readthedocs.org/projects/hyperspy/badge/?version=stable)](http://hyperspy.readthedocs.io/en/stable/?badge=stable)
+[![Live demos (Binder)](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/hyperspy/exspy-demos/main)
+[![Notebook Viewer (nbviewer)](https://raw.githubusercontent.com/jupyter/design/master/logos/Badges/nbviewer_badge.svg?sanitize=true)](http://nbviewer.ipython.org/github/hyperspy/exspy-demos/tree/main/)
+[![Documentation Status](https://readthedocs.org/projects/exspy/badge/?version=latest)](https://exspy.readthedocs.io/en/latest/?badge=latest)
 
 ## Introduction
 
-This repository contains [Jupyter Notebooks](http://jupyter.org/) to demo and learn
-how to process multi-dimensional data with [HyperSpy](http://hyperspy.org). For
-learning purposes, we recommend to use them alongside the 
-[HyperSpy User Guide](http://hyperspy.org/hyperspy-doc/current/index.html).
+This repository contains [Jupyter Notebooks](https://jupyter.org/) to demo and learn
+how to process electron energy loss spectroscopy (EELS) and X-ray energy dispersive spectroscopy (EDS)
+with [exSpy](https://hyperspy.org/exspy). For learning purposes, we recommend to use them alongside the 
+[exSpy User Guide](https://hyperspy.org/exspy).
 
-The root folder contains notebooks concerning general HyperSpy features while
-the subfolders contain notebooks for specific signals and other more specialized
-analyses.
+*exSpy* uses the HyperSpy framework and to learn about generic functionalities of [HyperSpy](https://hyperspy.org),
+see the [HyperSpy user guide](http://hyperspy.org/hyperspy-doc/current/index.html) and the [HyperSpy demos](https://github.com/hyperspy/hyperspy-demos).
 
 ## Visualising and running the demos.
 
 ### (Interactive) Running the demos online
 
-[![Live demos (Binder)](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/hyperspy/hyperspy-demos/main)
+[![Live demos (Binder)](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/hyperspy/exspy-demos/main)
 
-Follow [this link](https://mybinder.org/v2/gh/hyperspy/hyperspy-demos/main)
+Follow [this link](https://mybinder.org/v2/gh/hyperspy/exspy-demos/main)
 or click the "launch binder" banner above to run the the demos on 
 [mybinder.org](https://mybinder.org/). The demos will run remotely, 
 and one can experiment with HyperSpy in a Jupyter notebook with no need 
@@ -33,20 +32,20 @@ visualization, see below.
 
 ### (Non-interactive) Visualizing the demos online
 
-[![Notebook Viewer (nbviewer)](https://raw.githubusercontent.com/jupyter/design/master/logos/Badges/nbviewer_badge.svg?sanitize=true)](http://nbviewer.ipython.org/github/hyperspy/hyperspy-demos/tree/main/)
+[![Notebook Viewer (nbviewer)](https://raw.githubusercontent.com/jupyter/design/master/logos/Badges/nbviewer_badge.svg?sanitize=true)](http://nbviewer.ipython.org/github/hyperspy/exspy-demos/tree/main/)
 
-Follow [this link](http://nbviewer.ipython.org/github/hyperspy/hyperspy-demos/tree/main/) 
+Follow [this link](http://nbviewer.ipython.org/github/hyperspy/exspy-demos/tree/main/) 
 or click on the "render nbviewer" banner above
 to display the demos with the 
 [Jupyter Notebook viewer](http://nbviewer.jupyter.org). 
 [nbviewer](http://nbviewer.jupyter.org/) will allow you to view the notebooks online,
 but you will not be able to change them or evaluate any code, like is possible with the 
-[binder](https://mybinder.org/v2/gh/hyperspy/hyperspy-demos/main).
+[binder](https://mybinder.org/v2/gh/hyperspy/exspy-demos/main).
 
 ### Running and visualizing the demos locally
 
 To run the demo notebooks locally, 
-clone or download the [demos repository](https://github.com/hyperspy/hyperspy-demos) 
+clone or download the [demos repository](https://github.com/hyperspy/exspy-demos) 
 to your local
 machine, install HyperSpy and
 [Jupyter Lab](http://jupyterlab.readthedocs.io/en/latest/) or 
@@ -58,17 +57,17 @@ and use either of Jupyter tools to run the notebooks.
 
 To test the demos, install
 [nbval](http://github.com/computationalmodelling/nbval) and
-[py.test](https://pytest.org/) and run
+[pytest](https://pytest.org/) and run
 
 ```bash
-$ py.test
+$ pytest
 ```
 
 To help visualize differences/errors, install
 [nbdime](http://github.com/jupyter/nbdime) as well, and run the test with
 
 ```bash
-$ py.test --nbdime
+$ pytest --nbdime
 ```
 
 ## Contributing
@@ -79,7 +78,7 @@ repository and send us a pull request. See the
 for more details on how to contribute to HyperSpy.
 
 For issues and discussions fill a new
-issue in [the demos github repository](https://github.com/hyperspy/hyperspy-demos)
+issue in [the demos github repository](https://github.com/hyperspy/exspy-demos)
 or discuss it in [HyperSpy's gitter chat](https://gitter.im/hyperspy/hyperspy).