fixed acrolinx bugs

Author: HeidiSteen

articles/search/search-create-service-portal.md

@@ -1,7 +1,7 @@
 ---
 title: 'Create a search service in the portal'
 titleSuffix: Azure AI Search
-description: Learn how to set up an Azure AI Search resource in the Azure portal. Choose resource groups, regions, and the SKU or pricing tier.
+description: Learn how to set up an Azure AI Search resource in the Azure portal. Choose resource groups, regions, and a pricing tier.
 
 manager: nitinme
 author: HeidiSteen
@@ -61,7 +61,7 @@ A resource group is a container that holds related resources for your Azure solu
 
 Over time, you can track current and projected costs all-up or you can view charges for individual resources. The following screenshot shows the kind of cost information you can expect to see when you combine multiple resources into one group.
 
-:::image type="content" source="media/search-create-service-portal/resource-group-cost-management.png" lightbox="media/search-create-service-portal/resource-group-cost-management.png" alt-text="Screenshot of the Manage costs page in the portal." border="true":::
+:::image type="content" source="media/search-create-service-portal/resource-group-cost-management.png" lightbox="media/search-create-service-portal/resource-group-cost-management.png" alt-text="Screenshot of the Managing costs page in the portal." border="true":::
 
 > [!TIP]
 > Resource groups simplify cleanup because deleting a resource group deletes everything within it.
@@ -161,7 +161,7 @@ Adding resources increases your monthly bill. The [pricing calculator](https://a
 1. In the left-navigation pane, select **Settings** > **Scale**.
 1. Use the slidebar to add resources of either type.
 
-:::image type="content" source="media/search-create-service-portal/settings-scale.png" lightbox="media/search-create-service-portal/settings-scale.png" alt-text="Screenshot of the Add capacity page." border="true":::
+:::image type="content" source="media/search-create-service-portal/settings-scale.png" lightbox="media/search-create-service-portal/settings-scale.png" alt-text="Screenshot of the scale page." border="true":::
 
 ## When to add a second service
 

articles/search/vector-search-how-to-query.md

@@ -30,7 +30,7 @@ This article uses REST examples. For code samples in other languages, see the [a
 
 + [A vector store on Azure AI Search](vector-search-how-to-create-index.md).
 
-+ Visual Studio Code with a [REST client](https://marketplace.visualstudio.com/items?itemName=humao.rest-client) and sample data if you want to run these examples on your own. See [Quickstart: Create a search index in Azure AI Search using REST](search-get-started-rest.md) for help getting started.
++ Visual Studio Code with a [REST client](https://marketplace.visualstudio.com/items?itemName=humao.rest-client) and sample data if you want to run these examples on your own. See [Quickstart: Create a search index in Azure AI Search using REST](search-get-started-rest.md) for help with getting started.
 
 > [!TIP]
 > To quickly determine whether your index has vectors, look for fields of type `Collection(Edm.Single)`, with a `dimensions` attribute, and a `vectorSearchProfile` assignment.
@@ -296,7 +296,7 @@ If you do want vector fields in the result, here's the basic structure of a resp
 
 + The **`@search.score`** is determined by the [vector search algorithm](vector-search-ranking.md). 
 
-+ Fields in search results are either all `retrievable` fields, or fields in a `select` clause. During vector query execution, the match is made on vector data alone. However, a response can include any `retrievable` field in an index. Because there's no facility for decoding a vector field result, the inclusion of nonvector text fields is helpful for their human readable values..
++ Fields in search results are either all `retrievable` fields, or fields in a `select` clause. During vector query execution, the match is made on vector data alone. However, a response can include any `retrievable` field in an index. Because there's no facility for decoding a vector field result, the inclusion of nonvector text fields is helpful for their human readable values.
 
 ## Vector query with filter