diff --git a/README.rst b/README.rst
index 8da1a0812f0a3977e9f43f5c868891dbd4433ac2..d8977133615e16fe2e8e83004ae6228d73b2006d 100644
--- a/README.rst
+++ b/README.rst
@@ -101,12 +101,13 @@ This should then enable to download the models once and for all by running
 
 Download database dependencies
 ******************************
-In order to compute latent directions by projection, you need to download the [Multi-PIE dataset](http://www.cs.cmu.edu/afs/cs/project/PIE/MultiPie/Multi-Pie/Home.html).
+In order to compute latent directions by projection, you need to download the [Multi-PIE dataset](http://www.cs.cmu.edu/afs/cs/project/PIE/MultiPie/Multi-Pie/Home.html) in the location of your choice,
+then prepare the folder configuration as explained in the following section.
 
 
 Prepare folder configuration
-*********************************
-
+****************************
+You need to configure a few important paths that are used in the code to read input data or store results.
 ::
 
     # Absolute path of this repo, can be useful to launch execution on a grid due to some relative paths in the code