diff --git a/README.md b/README.md
index 802df689..54be23f3 100644
--- a/README.md
+++ b/README.md
@@ -51,7 +51,7 @@ Try out Playground in Kibana with the following notebooks:
 - [`Document Chunking with Ingest Pipelines`](./notebooks/document-chunking/with-index-pipelines.ipynb)
 - [`Document Chunking with LangChain Splitters`](./notebooks/document-chunking/with-langchain-splitters.ipynb)
 - [`Calculating tokens for Semantic Search (ELSER and E5)`](./notebooks/document-chunking/tokenization.ipynb)
-- [`Fetch surrounding chucks`](./supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb)
+- [`Fetch surrounding chunks`](./supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb)
 
 ### Search
 
diff --git a/supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb b/supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb
index cbe1384a..37e0d18b 100644
--- a/supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb
+++ b/supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb
@@ -6,7 +6,7 @@
     "id": "aAUkwshINwV7"
    },
    "source": [
-    "# Fetch surronding chucks (N-1, N+1)\n",
+    "# Fetch surrounding chunks (N-1, N+1)\n",
     "\n",
     "<a target=\"_blank\" href=\"https://colab.research.google.com/github/elastic/elasticsearch-labs/blob/main/supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",