fixing issues

Author: aahill

articles/cognitive-services/language-service/concepts/migrate-from-text-analytics-v2.md

@@ -21,13 +21,13 @@ If your applications are using version 2.1 of the Text Analytics API, this artic
 > [!TIP]
 > Want to use the latest version of the API in your application? See the [sentiment analysis](../sentiment-opinion-mining/how-to/call-api.md) how-to article  and [quickstart](../sentiment-opinion-mining/quickstart.md) for information on the current version of the API. 
 
-### Feature changes 
+## Feature changes 
 
 Sentiment Analysis in version 2.1 returns sentiment scores between 0 and 1 for each document sent to the API, with scores closer to 1 indicating more positive sentiment. The current version of this feature returns sentiment labels (such as "positive" or "negative")  for both the sentences and the document as a whole, and their associated confidence scores. 
 
-### Steps to migrate
+## Steps to migrate
 
-#### REST API
+### REST API
 
 If your application uses the REST API, update its request endpoint to use the [current endpoint](../sentiment-opinion-mining/quickstart.md?pivots=rest-api) for sentiment analysis. For example:`https://<your-custom-subdomain>.cognitiveservices.azure.com/text/analytics/v3.1/sentiment`. You will also need to update the application to use the sentiment labels returned in the [API's response](../sentiment-opinion-mining/how-to/call-api.md). 
 
@@ -36,7 +36,7 @@ See the reference documentation for examples of the JSON response.
 * [Version 3.0](https://westus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-0/operations/Sentiment) 
 * [Version 3.1](https://westcentralus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-1/operations/Sentiment)
 
-#### Client libraries
+### Client libraries
 
 To use the latest version of the sentiment analysis client library, you will need to download the latest software package in the `Azure.AI.TextAnalytics` namespace. The [quickstart article](../sentiment-opinion-mining/quickstart.md) lists the commands you can use for your preferred language, with example code.
 
@@ -51,13 +51,13 @@ To use the latest version of the sentiment analysis client library, you will nee
 > * [Quickstart](../entity-linking/quickstart.md)
 > * [how to call the API](../entity-linking/how-to/call-api.md)
 
-### Feature changes
+## Feature changes
 
 In version 2.1, the Text Analytics API uses one endpoint for Named Entity Recognition (NER) and entity linking. The current version of this feature provides expanded named entity detection, and uses separate endpoints for NER and entity linking requests. Additionally, you can use another feature offered in the Language service that lets you detect [detect personal (pii) and health (phi) information](../personally-identifiable-information/overview.md). 
 
-### Steps to migrate
+## Steps to migrate
 
-#### REST API
+### REST API
 
 If your application uses the REST API, update its request endpoint to the [current endpoints](../named-entity-recognition/quickstart.md?pivots=rest-api) for NER and/or entity linking. For example:
 
@@ -74,7 +74,7 @@ See the reference documentation for examples of the JSON response.
 * [Version 3.0](https://westus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-0/operations/EntitiesRecognitionGeneral) 
 * [Version 3.1](https://westcentralus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-1/operations/EntitiesRecognitionGeneral)
 
-#### Client libraries
+### Client libraries
 
 To use the latest version of the NER and entity linking client libraries, you will need to download the latest software package in the `Azure.AI.TextAnalytics` namespace. The quickstart article for [Named Entity Recognition](../named-entity-recognition/quickstart.md) and [entity linking](../entity-linking/quickstart.md) lists the commands you can use for your preferred language, with example code.
 
@@ -112,13 +112,13 @@ The following table lists the entity categories returned for NER v2.1.
 > [!TIP]
 > Want to use the latest version of the API in your application? See the [language detection](../language-detection/how-to/call-api.md) how-to article and [quickstart](../language-detection/quickstart.md) for information on the current version of the API. 
 
-### Feature changes 
+## Feature changes 
 
 The language detection feature output has changed in the current version. The JSON response will contain `ConfidenceScore` instead of `score`. The current version also only returns one language in a  `detectedLanguage` attribute for each document.
 
-### Steps to migrate
+## Steps to migrate
 
-#### REST API
+### REST API
 
 If your application uses the REST API, update its request endpoint to the [current endpoint](../language-detection/quickstart.md?pivots=rest-api) for language detection. For example:`https://<your-custom-subdomain>.cognitiveservices.azure.com/text/analytics/v3.1/languages`. You will also need to update the application to use `ConfidenceScore` instead of `score` in the [API's response](../language-detection/how-to/call-api.md). 
 
@@ -136,13 +136,13 @@ To use the latest version of the sentiment analysis client library, you will nee
 > [!TIP]
 > Want to use the latest version of the API in your application? See the [key phrase extraction](../key-phrase-extraction/how-to/call-api.md) how-to article and [quickstart](../key-phrase-extraction/quickstart.md) for information on the current version of the API. 
 
-### Feature changes 
+## Feature changes 
 
 The key phrase extraction feature currently has not changed outside of the endpoint version.
 
-### Steps to migrate
+## Steps to migrate
 
-#### REST API
+### REST API
 
 If your application uses the REST API, update its request endpoint to the [current endpoint](../key-phrase-extraction/quickstart.md?pivots=rest-api) for key phrase extraction. For example: `https://<your-custom-subdomain>.api.cognitiveservices.azure.com/text/analytics/v3.1/keyPhrases`
 
@@ -151,7 +151,7 @@ See the reference documentation for examples of the JSON response.
 * [Version 3.0](https://westus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-0/operations/KeyPhrases) 
 * [Version 3.1](https://westcentralus.dev.cognitive.microsoft.com/docs/services/TextAnalytics-v3-1/operations/KeyPhrases)
 
-#### Client libraries
+### Client libraries
 
 To use the latest version of the sentiment analysis client library, you will need to download the latest software package in the `Azure.AI.TextAnalytics` namespace. The [quickstart article](../key-phrase-extraction/quickstart.md) lists the commands you can use for your preferred language, with example code.
 

articles/cognitive-services/language-service/concepts/migrate.md

@@ -17,7 +17,7 @@ On November 2nd 2021, Azure Cognitive Service for Language was released into pub
 
 ## Do I need to migrate to the language service if I am using Text Analytics?
 
-Text Analytics has been incorporated into the language service, and its features are still available. If you were using Text Analytics, your applications should continue to work without breaking changes. you can also see the [Text Analytics v2 migration guide](migrate-from-text-analytics-v2.md), if you need to update an older application. 
+Text Analytics has been incorporated into the language service, and its features are still available. If you were using Text Analytics, your applications should continue to work without breaking changes. You can also see the [Text Analytics v2 migration guide](migrate-from-text-analytics-v2.md), if you need to update an older application. 
 
 Consider using one of the available quickstart articles to see the latest information on service endpoints, and API calls.