diff --git a/Chapters/Chapter-03/indexing_pipeline.ipynb b/Chapters/Chapter-03/indexing_pipeline.ipynb
index a9c8acf..c27d1ec 100644
--- a/Chapters/Chapter-03/indexing_pipeline.ipynb
+++ b/Chapters/Chapter-03/indexing_pipeline.ipynb
@@ -205,7 +205,7 @@
    "source": [
     "We can see that some __content has been extracted__. Also, some __metadata__ information is present.\n",
     "\n",
-    "The content is in __HTML format__ which does not convey a lot of factual information. We will now tranform this data into a readable format using __Html2TextTransformer__ class."
+    "The content is in __HTML format__ which does not convey a lot of factual information. We will now transform this data into a readable format using __Html2TextTransformer__ class."
    ]
   },
   {
@@ -231,6 +231,11 @@
     "Let us review the extracted content, now transformed by the Html2TextTransformer"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 6,