diff --git a/docs/docs/integrations/document_loaders/amazon_textract.ipynb b/docs/docs/integrations/document_loaders/amazon_textract.ipynb
index 71da1059ea1..9eb475180be 100644
--- a/docs/docs/integrations/document_loaders/amazon_textract.ipynb
+++ b/docs/docs/integrations/document_loaders/amazon_textract.ipynb
@@ -13,7 +13,7 @@
     "\n",
     "`Textract` supports `JPEG`, `PNG`, `PDF`, and `TIFF` file formats; more information is available in [the documentation](https://docs.aws.amazon.com/textract/latest/dg/limits-document.html).\n",
     "\n",
-    "The following samples demonstrate the use of `Amazon Textract` in combination with LangChain as a DocumentLoader."
+    "The following examples demonstrate the use of `Amazon Textract` in combination with LangChain as a DocumentLoader."
    ]
   },
   {
@@ -41,7 +41,7 @@
    "id": "400b25c6-befa-4730-a201-39ff112c8858",
    "metadata": {},
    "source": [
-    "## Sample 1\n",
+    "## Example 1: Loading from a local file\n",
     "\n",
     "The first example uses a local file, which internally will be sent to Amazon Textract sync API [DetectDocumentText](https://docs.aws.amazon.com/textract/latest/dg/API_DetectDocumentText.html). \n",
     "\n",
@@ -100,8 +100,8 @@
    "id": "4cf7f19c-3635-453a-9c76-4baf98b8d7f4",
    "metadata": {},
    "source": [
-    "## Sample 2\n",
-    "The next sample loads a file from an HTTPS endpoint. \n",
+    "## Example 2: Loading from a URL\n",
+    "The next example loads a file from an HTTPS endpoint. \n",
     "It has to be single page, as Amazon Textract requires all multi-page documents to be stored on S3."
    ]
   },
@@ -150,7 +150,7 @@
    "id": "3a9cd8ec-e663-4dc7-9db1-d2f575253141",
    "metadata": {},
    "source": [
-    "## Sample 3\n",
+    "## Example 3: Loading multi-page PDF documents\n",
     "\n",
     "Processing a multi-page document requires the document to be on S3. The sample document resides in a bucket in us-east-2 and Textract needs to be called in that same region to be successful, so we set the region_name on the client and pass that in to the loader to ensure Textract is called from us-east-2. You could also to have your notebook running in us-east-2, setting the AWS_DEFAULT_REGION set to us-east-2 or when running in a different environment, pass in a boto3 Textract client with that region name like in the cell below."
    ]
@@ -214,7 +214,7 @@
     }
    },
    "source": [
-    "## Sample 4\n",
+    "## Example 4: Customizing the output format\n",
     "\n",
     "You have the option to pass an additional parameter called `linearization_config` to the AmazonTextractPDFLoader which will determine how the text output will be linearized by the parser after Textract runs."
    ]
@@ -248,7 +248,7 @@
     "## Using the AmazonTextractPDFLoader in a LangChain chain (e.g. OpenAI)\n",
     "\n",
     "The AmazonTextractPDFLoader can be used in a chain the same way the other loaders are used.\n",
-    "Textract itself does have a [Query feature](https://docs.aws.amazon.com/textract/latest/dg/API_Query.html), which offers similar functionality to the QA chain in this sample, which is worth checking out as well."
+    "Textract itself does have a [Query feature](https://docs.aws.amazon.com/textract/latest/dg/API_Query.html), which offers similar functionality to the QA chain in this example, which is worth checking out as well."
    ]
   },
   {