diff --git a/biblio.bib b/paper.bib
similarity index 100%
rename from biblio.bib
rename to paper.bib
diff --git a/paper.md b/paper.md
index 8a8bbaa6314df1d0697cbaf60c0c19ce80f4020c..577dbe1287b401183a449f13edfa174d8d47fc51 100644
--- a/paper.md
+++ b/paper.md
@@ -1,5 +1,5 @@
 ---
-title: 'Mongiris: a package for manipulating French IRIS'
+title: 'Mongiris: a package for manipulating IRIS'
 tags:
   - Python
   - MongoDB
@@ -46,11 +46,17 @@ The Mongiris package is currently used in Mapiris, a tool for visualizing and se
 
 ![Screenshot of Mapiris.](mongiris/data/img/screenshot-mapiris.jpg)
 
-It also powers VizLiris, a prototype for recommending or clustering neighborhoods [@egc19-demo].
+It also powers VizLiris, a prototype for clustering similar IRIS or for recommending relevant neighborhoods according to user needs [@egc19-demo].
 
-![Screenshot of VizLiris - clustering.](mongiris/data/img/screenshot-vizliris-clustering.png)
-![Screenshot of VizLiris - recommendation.](mongiris/data/img/screenshot-vizliris-recommandation.png)
+<!--
+![Screenshot of VizLiris - clustering.](mongiris/data/img/screenshot-vizliris-clustering.png){ width=50%} 
+![Screenshot of VizLiris - recommendation.](mongiris/data/img/screenshot-vizliris-recommandation.png){ width=50% }
+-->
 
+![](mongiris/data/img/screenshot-vizliris-clustering.png){ width=50%} &nbsp;\  ![](mongiris/data/img/screenshot-vizliris-recommandation.png){ width=50% }
+\begin{figure}[!h]
+\caption{Screenshot of VizLiris - clustering (left) and recommendation (right)}
+\end{figure}
 
 # Acknowledgements
 
diff --git a/paper.pdf b/paper.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..20f5b8813ab1de37c236958805e47a3ac3ed92f0
Binary files /dev/null and b/paper.pdf differ
diff --git a/setup.py b/setup.py
old mode 100644
new mode 100755
index 805e8d84380775c00eddd4bfaf4e427243371b69..514d030f021adb33d18d289db5f3ac522f2256ec
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,8 @@
 #!/usr/bin/env python
 # mongiris setup.py (uses setup.cfg)
 
-# pdoc --force --html mongiris/main.py
+# pdoc --force --html mongiris/main.py mongiris/integrator.py
+# pandoc paper.md --filter pandoc-citeproc -o paper.pdf
 # python3 -m setup bdist_wheel sdist
 # python3 -m pip install -e mongiris/
 # python3 -m pip install git+https://fduchate@gitlab.liris.cnrs.fr/fduchate/mongiris.git#egg=mongiris