diff --git a/docs/docs/concepts/vectorstores.mdx b/docs/docs/concepts/vectorstores.mdx
index 16cc23ba797..8693524bac1 100644
--- a/docs/docs/concepts/vectorstores.mdx
+++ b/docs/docs/concepts/vectorstores.mdx
@@ -66,7 +66,7 @@ This API works with a list of [Document](https://python.langchain.com/api_refere
 from langchain_core.documents import Document
 
 document_1 = Document(
-    page_content="I had chocalate chip pancakes and scrambled eggs for breakfast this morning.",
+    page_content="I had chocolate chip pancakes and scrambled eggs for breakfast this morning.",
     metadata={"source": "tweet"},
 )
 
diff --git a/docs/docs/integrations/vectorstores/astradb.ipynb b/docs/docs/integrations/vectorstores/astradb.ipynb
index 5f502d7d862..e7078c2a5c6 100644
--- a/docs/docs/integrations/vectorstores/astradb.ipynb
+++ b/docs/docs/integrations/vectorstores/astradb.ipynb
@@ -231,7 +231,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/chroma.ipynb b/docs/docs/integrations/vectorstores/chroma.ipynb
index 0e76b950664..e77a47f788c 100644
--- a/docs/docs/integrations/vectorstores/chroma.ipynb
+++ b/docs/docs/integrations/vectorstores/chroma.ipynb
@@ -402,7 +402,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "* I had chocalate chip pancakes and fried eggs for breakfast this morning. [{'source': 'tweet'}]\n"
+      "* I had chocolate chip pancakes and fried eggs for breakfast this morning. [{'source': 'tweet'}]\n"
      ]
     }
    ],
diff --git a/docs/docs/integrations/vectorstores/clickhouse.ipynb b/docs/docs/integrations/vectorstores/clickhouse.ipynb
index cc738a66839..8c47cbb64d6 100644
--- a/docs/docs/integrations/vectorstores/clickhouse.ipynb
+++ b/docs/docs/integrations/vectorstores/clickhouse.ipynb
@@ -144,7 +144,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/couchbase.ipynb b/docs/docs/integrations/vectorstores/couchbase.ipynb
index 142f227e6ba..c42fea2abd2 100644
--- a/docs/docs/integrations/vectorstores/couchbase.ipynb
+++ b/docs/docs/integrations/vectorstores/couchbase.ipynb
@@ -301,7 +301,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
@@ -492,7 +492,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "page_content='I had chocalate chip pancakes and scrambled eggs for breakfast this morning.' metadata={'source': 'tweet'}\n"
+      "page_content='I had chocolate chip pancakes and scrambled eggs for breakfast this morning.' metadata={'source': 'tweet'}\n"
      ]
     }
    ],
diff --git a/docs/docs/integrations/vectorstores/elasticsearch.ipynb b/docs/docs/integrations/vectorstores/elasticsearch.ipynb
index bdef297ca18..6bc0c0c6ce1 100644
--- a/docs/docs/integrations/vectorstores/elasticsearch.ipynb
+++ b/docs/docs/integrations/vectorstores/elasticsearch.ipynb
@@ -255,7 +255,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/faiss.ipynb b/docs/docs/integrations/vectorstores/faiss.ipynb
index f49315c83b2..f931db9ba80 100644
--- a/docs/docs/integrations/vectorstores/faiss.ipynb
+++ b/docs/docs/integrations/vectorstores/faiss.ipynb
@@ -150,7 +150,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/kinetica.ipynb b/docs/docs/integrations/vectorstores/kinetica.ipynb
index 292098ce9aa..2d6d3ce5499 100644
--- a/docs/docs/integrations/vectorstores/kinetica.ipynb
+++ b/docs/docs/integrations/vectorstores/kinetica.ipynb
@@ -138,7 +138,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/mongodb_atlas.ipynb b/docs/docs/integrations/vectorstores/mongodb_atlas.ipynb
index a891a53f80b..d44367f4c07 100644
--- a/docs/docs/integrations/vectorstores/mongodb_atlas.ipynb
+++ b/docs/docs/integrations/vectorstores/mongodb_atlas.ipynb
@@ -206,7 +206,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/pinecone.ipynb b/docs/docs/integrations/vectorstores/pinecone.ipynb
index bea2f5ce3d8..a571ce9bf11 100644
--- a/docs/docs/integrations/vectorstores/pinecone.ipynb
+++ b/docs/docs/integrations/vectorstores/pinecone.ipynb
@@ -206,7 +206,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
diff --git a/docs/docs/integrations/vectorstores/ydb.ipynb b/docs/docs/integrations/vectorstores/ydb.ipynb
index 8c9f18fb6fd..2b90678f2d6 100644
--- a/docs/docs/integrations/vectorstores/ydb.ipynb
+++ b/docs/docs/integrations/vectorstores/ydb.ipynb
@@ -156,7 +156,7 @@
     "from langchain_core.documents import Document\n",
     "\n",
     "document_1 = Document(\n",
-    "    page_content=\"I had chocalate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
+    "    page_content=\"I had chocolate chip pancakes and scrambled eggs for breakfast this morning.\",\n",
     "    metadata={\"source\": \"tweet\"},\n",
     ")\n",
     "\n",
@@ -356,7 +356,7 @@
      "output_type": "stream",
      "text": [
       "* [SIM=0.595] The weather forecast for tomorrow is cloudy and overcast, with a high of 62 degrees. [{'source': 'news'}]\n",
-      "* [SIM=0.212] I had chocalate chip pancakes and scrambled eggs for breakfast this morning. [{'source': 'tweet'}]\n",
+      "* [SIM=0.212] I had chocolate chip pancakes and scrambled eggs for breakfast this morning. [{'source': 'tweet'}]\n",
       "* [SIM=0.118] Wow! That was an amazing movie. I can't wait to see it again. [{'source': 'tweet'}]\n"
      ]
     }
@@ -387,7 +387,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "* I had chocalate chip pancakes and scrambled eggs for breakfast this morning. [{'source': 'tweet'}]\n",
+      "* I had chocolate chip pancakes and scrambled eggs for breakfast this morning. [{'source': 'tweet'}]\n",
       "* Wow! That was an amazing movie. I can't wait to see it again. [{'source': 'tweet'}]\n",
       "* Building an exciting new project with LangChain - come check it out! [{'source': 'tweet'}]\n",
       "* LangGraph is the best framework for building stateful, agentic applications! [{'source': 'tweet'}]\n"