diff --git a/docs/extras/integrations/tools/edenai_tools.ipynb b/docs/extras/integrations/tools/edenai_tools.ipynb
index cbe0c20798..2abd509a64 100644
--- a/docs/extras/integrations/tools/edenai_tools.ipynb
+++ b/docs/extras/integrations/tools/edenai_tools.ipynb
@@ -98,7 +98,9 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -173,7 +175,9 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "data": {
@@ -199,13 +203,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Exemple with images"
+    "## Example with images"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 24,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -330,13 +336,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Exemple with OCR images"
+    "## Example with OCR images"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 29,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -412,7 +420,9 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -449,13 +459,13 @@
     }
    ],
    "source": [
-    "result=agent_chain(\"\"\" i have this url of an invoice document: \"https://app.edenai.run/assets/img/data_1.72e3bdcc.png\"\n",
-    "                        i want to extract the information in it.\n",
-    "                        and answer these questions :\n",
-    "                        who is the customer ?\n",
-    "                        what is the company name ? \n",
-    "                        \n",
-    "                   \"\"\")"
+    "input_ = \"\"\"i have this url of an invoice document: \"https://app.edenai.run/assets/img/data_1.72e3bdcc.png\"\n",
+    "i want to extract the information in it.\n",
+    "and answer these questions :\n",
+    "who is the customer ?\n",
+    "what is the company name ? \n",
+    "\"\"\"\n",
+    "result=agent_chain()"
    ]
   },
   {