Review `main-notebooks/field_extraction.ipynb` #76

chienyuanchang · 2025-08-08T22:23:46Z

Automated review and documentation improvements for notebooks/field_extraction.ipynb on branch main

LLM usage details:

Total tokens: 14179
Prompt tokens: 7220
Completion tokens: 6959
Used deployment: cu-samples-gpt-4.1-mini
API version: 2024-12-01-preview

chienyuanchang

Automated LLM code review (section-based).

LLM usage details:

Total tokens used: 14210.
Used deployment: cu-samples-gpt-4.1-mini
API version: 2024-12-01-preview

chienyuanchang · 2025-08-08T22:24:57Z

notebooks/field_extraction.ipynb

-    "1. Ensure Azure AI service is configured following [steps](../README.md#configure-azure-ai-service-resource)\n",
-    "2. Install the required packages to run the sample."
+    "1. Ensure the Azure AI service is configured by following the [configuration steps](../README.md#configure-azure-ai-service-resource).\n",
+    "2. Install the required packages to run this sample."
   ]


categories: [Grammar, Clarity]

change: Revised the first instruction from "Ensure Azure AI service is configured following [steps]" to "Ensure the Azure AI service is configured by following the [configuration steps]".

rationale: Improved sentence structure for better readability and added the article "the" before "Azure AI service" for grammatical correctness.

impact: Enhances clarity and readability, making the instruction easier to understand.

categories: [Clarity]

change: Modified the second instruction from "Install the required packages to run the sample." to "Install the required packages to run this sample."

rationale: Added specificity by changing "the sample" to "this sample" to clearly refer to the current example.

impact: Increases precision, reducing potential ambiguity for the reader.

chienyuanchang · 2025-08-08T22:24:57Z

notebooks/field_extraction.ipynb

    "\n",
-    "> ⚠️ Note: Using a subscription key works, but using a token provider with Azure Active Directory (AAD) is much safer and is highly recommended for production environments."
+    "> ⚠️ Note: Using a subscription key works, but using a token provider with Azure Active Directory (AAD) is more secure and highly recommended for production environments."
   ]


categories: [Grammar, Clarity]

change: Modified the description of the AzureContentUnderstandingClient to use more precise and grammatically correct wording ("providing" instead of "containing," "prior to" instead of "before," "serves as" instead of "it can be regarded as a"). Also clarified the instruction to fill in constants by specifying "Fill in the constants ... with your Azure AI Service credentials."

rationale: To improve readability and ensure the instructions are clearer and more professional in tone.

impact: The explanation becomes easier to understand and sound more polished, helping users better grasp the purpose and usage of the client and the setup steps.

categories: [Clarity, Consistency]

change: Changed imperative instructions from passive voice ("You must update") to direct instructions ("Update the sections below"), replaced "code below" with "sections below," changed "modify those sections accordingly" to "modify those parts accordingly," and rephrased the warning about consequences of skipping the step.

rationale: To provide clearer, more direct guidance that is consistent in tone and easier to follow. Using "sections" or "parts" is more consistent and specific than "code," which can be ambiguous.

impact: Improves the user's understanding of the necessary actions and the potential risks, encouraging correct implementation.

categories: [Grammar, Clarity]

change: Changed "more safer" to "more secure," eliminating the grammatical redundancy and improving precision in describing the security benefits of using Azure Active Directory (AAD).

rationale: To correct the grammatical error ("more safer" is incorrect) and use a more appropriate and clearer term that better reflects the security advantages.

impact: Increases professionalism and clarity of the note, making the recommendation stronger and more convincing.

chienyuanchang · 2025-08-08T22:24:57Z

notebooks/field_extraction.ipynb

    "AZURE_AI_ENDPOINT = os.getenv(\"AZURE_AI_ENDPOINT\")\n",
-    "# IMPORTANT: Replace with your actual subscription key or set up in \".env\" file if not using token auth\n",
+    "# IMPORTANT: Replace with your actual subscription key or set it in your \".env\" file if not using token auth\n",
    "AZURE_AI_API_KEY = os.getenv(\"AZURE_AI_API_KEY\")\n",


categories: [Grammar, Clarity]

change: Replaced the comma with a semicolon in the sentence "you can use either token-based auth or subscription key, and only one of them is required" to read "you can use either token-based auth or subscription key; only one is required".

rationale: The semicolon better separates the two independent clauses, improving grammatical correctness and readability.

impact: Enhances clarity and grammatical correctness of the comment, making it easier to understand.

categories: [Grammar, Clarity]

change: Changed "set up in ".env" file" to "set it in your ".env" file" in the instruction about replacing the subscription key.

rationale: The phrase "set it in your" is clearer and more natural than "set up in," and specifying "your ".env" file" personalizes the instruction and improves readability.

impact: Improves clarity and makes the instruction more straightforward for users to follow.

chienyuanchang · 2025-08-08T22:24:57Z

notebooks/field_extraction.ipynb

@@ -86,7 +86,7 @@
    "    token_provider=token_provider,\n",
    "    # IMPORTANT: Uncomment this if using subscription key\n",
    "    # subscription_key=AZURE_AI_API_KEY,\n",
-    "    x_ms_useragent=\"azure-ai-content-understanding-python/field_extraction\", # This header is used for sample usage telemetry, please comment out this line if you want to opt out.\n",
+    "    x_ms_useragent=\"azure-ai-content-understanding-python/field_extraction\",  # This header is used for sample usage telemetry; comment out this line if you want to opt out.\n",
    ")"


categories: [Grammar, Clarity]

change: Replaced a comma with a semicolon and removed "please" in the comment.

rationale: The semicolon correctly separates two related independent clauses, and removing "please" makes the instruction more direct and concise.

impact: Enhances the readability and professionalism of the comment, making the instruction clearer to users.

chienyuanchang · 2025-08-08T22:24:57Z

notebooks/field_extraction.ipynb

@@ -104,11 +104,11 @@
    "This notebook demonstrates field extraction across multiple modalities using Azure AI Content Understanding. We'll walk through each modality step by step:\n",
    "\n",
    "1. **Document Analysis** - Extract fields from invoices and receipts\n",
-    "2. **Audio Analysis** - Process call recordings and conversation audio  \n",
+    "2. **Audio Analysis** - Process call recordings and conversational audio\n",
    "3. **Video Analysis** - Analyze marketing videos and extract insights\n",


categories: [Grammar, Formatting]

change: Changed "conversation audio \n" to "conversational audio\n" by correcting spacing and rephrasing for smoother grammar.

rationale: The word "conversational" better fits the adjective form describing the type of audio, and the removal of unnecessary trailing spaces before the newline improves formatting.

impact: Enhances readability and professionalism of the documentation by correcting grammar and eliminating extra whitespace.

chienyuanchang · 2025-08-08T22:24:59Z

notebooks/field_extraction.ipynb

@@ -733,7 +733,7 @@
   "source": [
    "## 7. Chart and Image Analysis\n",
    "\n",
-    "Let's analyze a chart image to extract data points, trends, and insights from visual data representations."
+    "Analyze a chart image to extract data points, trends, and insights from visual data representations."
   ]


categories: [Grammar, Clarity]

change: Changed the phrase from "Let's analyze a chart image..." to "Analyze a chart image..."

rationale: Removed the conversational "Let's" to create a more direct and instructional tone.

impact: Enhances clarity by making the instruction more concise and professional, improving the readability of the documentation.

chienyuanchang · 2025-08-08T22:24:59Z

notebooks/field_extraction.ipynb

-    "✅ **Video Analysis**: Processed marketing videos for insights  \n",
+    "✅ **Document Analysis**: Extracted fields from invoices and receipts\n",
+    "✅ **Audio Analysis**: Analyzed call recordings and conversational audio\n",
+    "✅ **Video Analysis**: Processed marketing videos for insights\n",
    "✅ **Image Analysis**: Extracted information from charts and visual content\n",


categories: [Grammar]

change: Replaced "You've" with "You have" in the congratulatory message.

rationale: Using the full form "You have" is more formal and appropriate for professional documentation.

impact: Enhances the professional tone and clarity of the message.

categories: [Formatting]

change: Removed trailing double spaces at the end of the first three checklist items.

rationale: In markdown, double spaces are used to enforce line breaks; removing them avoids unintended formatting.

impact: Ensures consistent and clean formatting of the checklist items, improving readability.

chienyuanchang · 2025-08-08T22:24:59Z

notebooks/field_extraction.ipynb

+    "- **Multi-modal capabilities**: Content Understanding can process documents, audio, video, and images.\n",
+    "- **Customizable templates**: Each analyzer template is designed for specific use cases but can be customized.\n",
+    "- **Automatic cleanup**: Each analyzer was cleaned up after use to manage resources.\n",
+    "- **Structured output**: All results are returned as consistent JSON for easy integration.\n",
    "\n",


categories: [Grammar, Consistency]

change: Added missing periods at the end of bullet points for grammatical completeness.

rationale: Sentences in bullet points should end with periods to follow proper grammar rules and maintain professional tone.

impact: Enhances readability and professionalism of the documentation.

categories: [Grammar]

change: Changed "was automatically cleaned up" to "was cleaned up" in the context of resource management.

rationale: Simplifies the sentence by removing unnecessary adverbs, making it more direct.

impact: Improves clarity and conciseness of the description.

categories: [Clarity, Consistency]

change: Changed "returned in consistent JSON format" to "returned as consistent JSON."

rationale: Streamlines phrasing to be clearer while maintaining the intended meaning.

impact: Makes the documentation easier to understand and more uniform in style.

chienyuanchang · 2025-08-08T22:24:59Z

notebooks/field_extraction.ipynb

+    "- Explore the analyzer templates in the `../analyzer_templates/` directory.\n",
+    "- Modify existing templates or create custom ones for your specific use cases.\n",
+    "- Check other notebooks in this repository for advanced scenarios.\n",
+    "- Visit the [Azure AI Content Understanding documentation](https://docs.microsoft.com/azure/ai-services/content-understanding/) for more information."
   ]


categories: [Grammar, Consistency]

change: Added periods at the end of bullet points and changed "Check out" to "Check" in one list item.

rationale: Adding periods ensures consistent punctuation across all bullet points; changing "Check out" to "Check" aligns the phrasing with the style of the other items.

impact: Improves the professional appearance, readability, and uniformity of the documentation.

chienyuanchang · 2025-08-08T22:24:59Z

notebooks/field_extraction.ipynb

@@ -836,4 +836,4 @@
 },
 "nbformat": 4,
 "nbformat_minor": 2
-}
+}


categories: [Formatting]

change: Added a newline after the closing brace (})

rationale: Ensures proper code formatting and separation from subsequent content

impact: Improves readability and conforms to common style guidelines for code blocks

docs: review notebooks/field_extraction.ipynb

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chienyuanchang commented Aug 8, 2025

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Review `main-notebooks/field_extraction.ipynb` #76

Review `main-notebooks/field_extraction.ipynb` #76

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Review main-notebooks/field_extraction.ipynb #76

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Review `main-notebooks/field_extraction.ipynb` #76

Review `main-notebooks/field_extraction.ipynb` #76