update view

Author: laujan

articles/ai-services/document-intelligence/prebuilt/bank-statement.md

@@ -51,7 +51,7 @@ A bank statement helps review account's activities during a specified period. It
 
 ## Supported languages and locales
 
-For a complete list of supported languages, *see* our [prebuilt model language support](../language-support/prebuilt.md) page .
+For a complete list of supported languages, *see* our [prebuilt model language support](../language-support/prebuilt.md) page.
 
 ## Field extractions
 

articles/ai-services/document-intelligence/prebuilt/health-insurance-card.md

@@ -93,7 +93,7 @@ See how data is extracted from health insurance cards using the Document Intelli
 
 ## Supported languages and locales
 
-For a complete list of supported languages, *see* our [prebuilt model language support](../language-support/prebuilt.md) page .
+For a complete list of supported languages, *see* our [prebuilt model language support](../language-support/prebuilt.md) page.
 
 ## Field extraction
 

articles/ai-services/document-intelligence/prebuilt/id-document.md

@@ -234,13 +234,6 @@ For supported document extraction fields, refer to the [ID document model schema
 
 <!--docutune:disable -->
 
-::: moniker range=">=doc-intel-3.0.0"
-
-
-For supported document extraction fields, refer to the [ID document model schema](https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/2024-07-31-preview/id-document.md) page in our GitHub sample repository.
-
-::: moniker-end
-
 ::: moniker range="doc-intel-2.1.0"
 
 <!--docutune:enable -->
@@ -261,7 +254,7 @@ For supported document extraction fields, refer to the [ID document model schema
 |  LastName | string | Extracted surname | "BROOKS" |
 |  Nationality | country | Country code compliant with ISO 3166 standard | "USA" |
 |  Sex | gender | Possible extracted values include "M" "F" "X" | "F" |
-|  MachineReadableZone | object | Extracted Passport MRZ including two lines of 44 characters each | "P<USABROOKS<<JENNIFER<<<<<<<<<<<<<<<<<<<<<<< 3400200135USA8001014F1905054710000307<715816" |
+|  MachineReadableZone | object | Extracted Passport `MRZ` including two lines of 44 characters each | "P<USABROOKS<<JENNIFER<<<<<<<<<<<<<<<<<<<<<<< 3400200135USA8001014F1905054710000307<715816" |
 |  DocumentType | string | Document type, for example, Passport, Driver's License | "passport" |
 |  Address | string | Extracted address (Driver's License only) | "123 STREET ADDRESS YOUR CITY WA 99999-1234"|
 |  Region | string | Extracted region, state, province, etc. (Driver's License only) | "Washington" |

articles/ai-services/document-intelligence/prebuilt/invoice.md

@@ -44,7 +44,7 @@ The Document Intelligence invoice model uses powerful Optical Character Recognit
 
 ## Automated invoice processing
 
-Automated invoice processing is the process of extracting key accounts payable fields from billing account documents. Extracted data includes line items from invoices integrated with your accounts payable (AP) workflows for reviews and payments. Historically, the accounts payable process is performed manually and, hence, very time consuming. Accurate extraction of key data from invoices is typically the first and one of the most critical steps in the invoice automation process.
+Automated invoice processing is the process of extracting key `accounts payable` fields from billing account documents. Extracted data includes line items from invoices integrated with your accounts payable (AP) workflows for reviews and payments. Historically, the accounts payable process is performed manually and, hence, very time consuming. Accurate extraction of key data from invoices is typically the first and one of the most critical steps in the invoice automation process.
 
 ::: moniker range=">=doc-intel-3.0.0"
 
@@ -183,7 +183,7 @@ See how data, including customer information, vendor details, and line items, is
 
 ## Supported languages and locales
 
-For a complete list of supported languages *see* our [prebuilt model language support](../language-support/prebuilt.md) page .
+For a complete list of supported languages, *see* our [prebuilt model language support](../language-support/prebuilt.md) page.
 
 ## Field extraction
 
@@ -269,8 +269,8 @@ List all the detected payment options detected on the field.
 
 |Name| Type | Description | Text (line item #1) | Value (standardized output) |
 |:-----|:----|:----|:----| :----|
-| IBAN | string | Internal Bank Account Number | GB33BUKB20201555555555 | |
-| SWIFT | string | SWIFT code | BUKBGB22 | |
+| `IBAN` | string | Internal Bank Account Number | GB33BUKB20201555555555 | |
+| `SWIFT` | string | SWIFT code | BUKBGB22 | |
 | BankAccountNumber | string | Bank account number, a unique identifier for a bank account | 123456 | |
 | BPayBillerCode | string | Australian B-Pay Biller Code | 12345 | |
 | BPayReference | string | Australian B-Pay Reference Code | 98765432100 | |

articles/ai-services/document-intelligence/prebuilt/pay-stub.md

@@ -1,5 +1,5 @@
 ---
-title: Document Intelligence pay stub model
+title: Document Intelligence payStub model
 titleSuffix: Azure AI services
 description: Automate compensation and earnings information from pay slips and stubs.
 author: laujan
@@ -13,15 +13,15 @@ monikerRange: '>=doc-intel-4.0.0'
 
 <!-- markdownlint-disable MD033 -->
 
-# Document Intelligence pay stub model
+# Document Intelligence payStub model
 
-The Document Intelligence pay stub model combines powerful Optical Character Recognition (OCR) capabilities with deep learning models to analyze and extract compensation and earnings data from pay slips. The API analyzes documents and files with payroll related information; extracts key information and returns a structured JSON data representation.
+The Document Intelligence payStub model combines powerful Optical Character Recognition (OCR) capabilities with deep learning models to analyze and extract compensation and earnings data from pay slips. The API analyzes documents and files with payroll related information; extracts key information and returns a structured JSON data representation.
 
 | Feature   | version| Model ID |
 |----------  |---------|--------|
-|Pay stub model|&bullet; v4.0:2024-07-31 (preview)|**`prebuilt-payStub.us`**|
+|payStub model|&bullet; v4.0:2024-07-31 (preview)|**`prebuilt-payStub.us`**|
 
-## Try pay stub data extraction
+## Try payStub data extraction
 
 Pay stubs are essential documents issued by employers to employees, providing earnings, deductions, and net pay information for a specific pay period. See how data is extracted using `prebuilt-payStub.us` model. You need the following resources:
 
@@ -49,7 +49,7 @@ For a complete list of supported languages, *see* our [prebuilt model language s
 
 ## Field extractions
 
-For supported document extraction fields, refer to the [pay stub model schema](https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/2024-07-31-preview/pay-stub.md) page in our GitHub sample repository.
+For supported document extraction fields, refer to the [payStub model schema](https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/2024-07-31-preview/pay-stub.md) page in our GitHub sample repository.
 
 ## Supported locales
 

articles/ai-services/document-intelligence/toc.yml

@@ -344,8 +344,6 @@ items:
       href: https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/2024-07-31-preview/pay-stub.md
     - name: Receipt
       href: https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/2024-07-31-preview/receipt.md
-    - name: Marriage certificate
-      href: https://github.com/Azure-Samples/document-intelligence-code-samples/blob/main/schema/marriage-certificate/2024-07-31-preview.json?context=/azure/ai-services/context/context
 - name: Resources
   items:
   - name: Enterprise readiness