diff --git a/dashboards/Interactive_Voila.ipynb b/dashboards/Interactive_Voila.ipynb
index 3a6ca15454f2e7089db8140f04477a1909adef00..9bca129bc3a5c383c93389cd999f5bc0a7a47f87 100644
--- a/dashboards/Interactive_Voila.ipynb
+++ b/dashboards/Interactive_Voila.ipynb
@@ -261,12 +261,12 @@
     "\n",
     "Cela signifie qu'on utilise l'[interaction de panel](https://panel.holoviz.org/user_guide/Interact.html)\n",
     "\n",
-    "Voici un exemple \"simple\""
+    "Voici un exemple \"simple\" inspiré [de celui-ci](https://panel.holoviz.org/gallery/simple/iris_kmeans.html#simple-gallery-iris-kmeans)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -671,13 +671,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c11e6ee24ab6489a8515a0efcedcec0a",
+       "model_id": "83489f69f33145768e6e6033b10ad8ef",
        "version_major": 2,
        "version_minor": 0
       },
@@ -687,7 +687,7 @@
        "    [1] ParamFunction(function)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }