diff --git a/README.md b/README.md
index 4e92cf2..0976cff 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 # Background
-This repository accompanies the publication XYZ. 
+This repository accompanies the publication **_Low-cost Descriptors of Electrostatic and Electronic Contributions to Anion Redox Activity in Batteries_**. 
 
 # Inventory 
 **[Notebook 1: Classical Electrostatic Analysis](https://github.com/FaradayInstitution/redox_descriptors/blob/master/Notebooks/Notebook_1-madelung_analysis.ipynb)** 
@@ -23,3 +23,6 @@ This repository accompanies the publication XYZ.
 	- config files for sumo DOS plotting code (`custom_colors.conf`, `custom.mplstyle`). 
 - `matplotlibrc` - Matplotlib config file used to generate plots (set `text.usetex: False` if LaTeX not installed).
 
+# Requirements
+To run the jupyter notebooks, you will need the Python packages Scipy, Numpy, Matplotlib and Pymatgen. Pymatgen depends on the rest so just `pip install pymatgen`.
+