diff --git a/module3/exo3/Test_exercice_personne1.ipynb b/module3/exo3/Test_exercice_personne1.ipynb
index 8b317cce19de2455728799e38c709449fb1f88de..a98295583c231242b08c25427d6d35479b86a128 100644
--- a/module3/exo3/Test_exercice_personne1.ipynb
+++ b/module3/exo3/Test_exercice_personne1.ipynb
@@ -1,5 +1,12 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "https://app-learninglab.inria.fr/moocrr/gitlab/17bf386fad5595b117276088bb18a5b0/mooc-rr/blob/master/module3/exo3/exercice_fr.ipynb"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
diff --git a/module3/exo3/test_exercice2_personne2.ipynb b/module3/exo3/test_exercice2_personne2.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7fec51502cbc3200b3d0ffc6bbba1fe85e197f3d
--- /dev/null
+++ b/module3/exo3/test_exercice2_personne2.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}