diff --git a/README.md b/README.md
index daaf49e..f1f74be 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,8 @@
 Machine Learning Notebooks
 ==========================
 
+[![Gitter](https://badges.gitter.im/ageron/ml-notebooks.svg)](https://gitter.im/ageron/ml-notebooks?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
+
 This project aims at teaching you the fundamentals of Machine Learning in
 python. 
 
@@ -14,6 +16,8 @@ Simply open the [Jupyter](http://jupyter.org/) notebooks you are interested in:
 
 # Installation
 
+No installation is required, just click the *launch binder* button above, and you're good to go! But if you insist, here's how to install these notebooks on your system.
+
 Obviously, you will need [git](https://git-scm.com/) and [python](https://www.python.org/downloads/) (2 or 3).
 
 First, clone this repository:
diff --git a/tools_matplotlib.ipynb b/tools_matplotlib.ipynb
index 419ae37..c256c7b 100644
--- a/tools_matplotlib.ipynb
+++ b/tools_matplotlib.ipynb
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },