fix broken links from CATS report

Author: craigcaseyMSFT

articles/active-directory/fundamentals/whats-new.md

@@ -764,7 +764,7 @@ New updates to the AzureAD and AzureAD Preview PowerShell modules are available:
 
 We've made some UI improvements to the dynamic group rule builder, available in the Azure portal, to help you more easily set up a new rule, or change existing rules. This design improvement allows you to create rules with up to five expressions, instead of just one. We've also updated the device property list to remove deprecated device properties.
 
-For more information, see [Manage dynamic membership rules](https://docs.microsoft.com/azure/active-directory/users-groups-roles/groups-update-rule).
+For more information, see [Manage dynamic membership rules](https://docs.microsoft.com/azure/active-directory/users-groups-roles/groups-dynamic-membership).
 
 ---
 

articles/azure-functions/functions-host-json.md

@@ -174,7 +174,7 @@ For the complete JSON structure, see the earlier [example host.json file](#sampl
 
 ### applicationInsights.snapshotConfiguration
 
-For more information on snapshots, see [Debug snapshots on exceptions in .NET apps](/azure-monitor/app/snapshot-debugger) and [Troubleshoot problems enabling Application Insights Snapshot Debugger or viewing snapshots](/azure/azure-monitor/app/snapshot-debugger-troubleshoot).
+For more information on snapshots, see [Debug snapshots on exceptions in .NET apps](/azure/azure-monitor/app/snapshot-debugger) and [Troubleshoot problems enabling Application Insights Snapshot Debugger or viewing snapshots](/azure/azure-monitor/app/snapshot-debugger-troubleshoot).
 
 |Property | Default | Description |
 | --------- | --------- | --------- | 

articles/azure-monitor/monitor-reference.md

@@ -173,7 +173,7 @@ The services and solutions in the following table store their data in a Log Anal
 |:---|:---|
 | [Azure Automation](/azure/automation/) | Manage operating system updates and track changes on Windows and Linux computers. See [Change Tracking](../automation/change-tracking.md) and [Update Management](../automation/automation-update-management.md). |
 | [Azure Information Protection ](https://docs.microsoft.com/azure/information-protection/) | Classify and optionally protect documents and emails. See [Central reporting for Azure Information Protection](https://docs.microsoft.com/azure/information-protection/reports-aip#configure-a-log-analytics-workspace-for-the-reports). |
-| [Azure Security Center](/azure/security-center/) | Collect and analyze security events and perform threat analysis. See [Data collection in Azure Security Center](/security-center/security-center-enable-data-collection.md) |
+| [Azure Security Center](/azure/security-center/) | Collect and analyze security events and perform threat analysis. See [Data collection in Azure Security Center](/azure/security-center/security-center-enable-data-collection) |
 | [Azure Sentinel](/azure/sentinel/) | Connects to different sources including Office 365 and Amazon Web Services Cloud Trail. See [Connect data sources](/azure/sentinel/connect-data-sources). |
 | [Key Vault Analytics](insights/azure-key-vault.md) | Analyze Azure Key Vault AuditEvent logs. |
 | [Microsoft Intune](https://docs.microsoft.com/intune/) | Create a diagnostic setting to send logs to Azure Monitor. See [Send log data to storage, event hubs, or log analytics in Intune (preview)](https://docs.microsoft.com/intune/fundamentals/review-logs-using-azure-monitor).  |

articles/azure-resource-manager/templates/deployment-script-template.md

@@ -52,7 +52,7 @@ The benefits of deployment script:
   $id = (Get-AzUserAssignedIdentity -resourcegroupname $idGroup -Name idName).Id
   ```
 
-- **Azure PowerShell version 2.7.0, 2.8.0 or 3.0.0**. You don't need these versions for deploying templates. But these versions are needed for testing deployment scripts locally. See [Install the Azure PowerShell module](/powershell/azure/install-az-ps.md). You can use a preconfigured Docker image.  See [Configure development environment](#configure-development-environment).
+- **Azure PowerShell version 2.7.0, 2.8.0 or 3.0.0**. You don't need these versions for deploying templates. But these versions are needed for testing deployment scripts locally. See [Install the Azure PowerShell module](/powershell/azure/install-az-ps). You can use a preconfigured Docker image.  See [Configure development environment](#configure-development-environment).
 
 ## Resource schema
 
@@ -228,7 +228,7 @@ To see the deploymentScripts resource in the portal, select **Show hidden types*
 
 ## Clean up deployment script resources
 
-Deployment script creates a storage account and a container instance that are used for executing deployment scripts and storing debug information. These two resources are created in the same resource group as the provisioned resources, and will be deleted by the script service when script expires. You can control the life cycle of these resources.  Until they are deleted, you are billed for both resources. For the price information, see [Container Instances pricing](/pricing/details/container-instances/) and [Azure Storage pricing](/pricing/details/storage/).
+Deployment script creates a storage account and a container instance that are used for executing deployment scripts and storing debug information. These two resources are created in the same resource group as the provisioned resources, and will be deleted by the script service when script expires. You can control the life cycle of these resources.  Until they are deleted, you are billed for both resources. For the price information, see [Container Instances pricing](https://azure.microsoft.com/pricing/details/container-instances/) and [Azure Storage pricing](https://azure.microsoft.com/pricing/details/storage/).
 
 The life cycle of these resources is controlled by the following properties in the template:
 

articles/azure-resource-manager/templates/template-functions-resource.md

@@ -227,7 +227,7 @@ The possible uses of list* are shown in the following table.
 | microsoft.web/apimanagementaccounts/apis/connections | listsecrets |
 | microsoft.web/sites/backups | [list](/rest/api/appservice/webapps/listbackups) |
 | Microsoft.Web/sites/config | [list](/rest/api/appservice/webapps/listconfigurations) |
-| microsoft.web/sites/functions | [listkeys]()
+| microsoft.web/sites/functions | [listkeys](/rest/api/appservice/webapps/listfunctionkeys)
 | microsoft.web/sites/functions | [listsecrets](/rest/api/appservice/webapps/listfunctionsecrets) |
 | microsoft.web/sites/hybridconnectionnamespaces/relays | [listkeys](/rest/api/appservice/appserviceplans/listhybridconnectionkeys) |
 | microsoft.web/sites | [listsyncfunctiontriggerstatus](/rest/api/appservice/webapps/listsyncfunctiontriggers) |

articles/machine-learning/how-to-train-with-datasets.md

@@ -59,7 +59,7 @@ titanic_ds = Dataset.Tabular.from_delimited_files(path=web_path)
 
 TabularDataset objects provide the ability to load the data into a pandas or spark DataFrame so that you can work with familiar data preparation and training libraries. To leverage this capability, you can pass a TabularDataset as the input in your training configuration, and then retrieve it in your script.
 
-To do so, access the input dataset through the [`Run`](https://docs.microsoft.com/python/api/azureml-core/azureml.core.run.run?view=azure-ml-py) object in your training script and use the [`to_pandas_dataframe()`](https://docs.microsoft.com/python/api/azureml-core/azureml.data.tabulardataset?view=azure-ml-py#to-pandas-dataframe--) method. 
+To do so, access the input dataset through the [`Run`](https://docs.microsoft.com/python/api/azureml-core/azureml.core.run.run?view=azure-ml-py) object in your training script and use the [`to_pandas_dataframe()`](https://docs.microsoft.com/python/api/azureml-core/azureml.data.tabulardataset#to-pandas-dataframe-on-error--null---out-of-range-datetime--null--) method. 
 
 ```Python
 %%writefile $script_folder/train_titanic.py

articles/marketplace/marketplace-criteria-content-validation.md

@@ -15,7 +15,7 @@ ms.author: evansma
 
 This document contains requirement guidelines as well as a checklist for reviewers for new offers and services listed to Azure Marketplace.
 
-All offers must meet the [All Listing Requirements](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#all-listing-requirements) indicated below. Additional requirements and checklists are provided for specific listing types including: offers with attached [trials](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#trial-offer-requirements), [SaaS apps](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#saas-apps-requirements), [containers](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#container-offer-requirements), and [consulting offers](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#consulting-offer-requirements).
+All offers must meet the [All Listing Requirements](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#all-listing-requirements) indicated below. Additional requirements and checklists are provided for specific listing types including: offers with attached [trials](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#trial-offer-requirements), [SaaS apps](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#saas-app-requirements), [containers](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#container-offer-requirements), and [consulting offers](https://docs.microsoft.com/azure/marketplace/marketplace-criteria-content-validation#consulting-offer-requirements).
 
 
 ## All listing requirements

articles/migrate/troubleshoot-appliance-discovery.md

@@ -71,7 +71,7 @@ If you get this connection error, you might be unable to connect to vCenter Serv
 
 - Error 60052, "The appliance might not be registered successfully to the Azure Migrate project" occurs if the Azure account used to register the appliance has insufficient permissions.
     - Make sure that the Azure user account used to register the appliance has at least Contributor permissions on the subscription.
-    - [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance-deployment-requirements) about required Azure roles and permissions.
+    - [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance---vmware) about required Azure roles and permissions.
 - Error 60039, "The appliance might not be registered successfully to the Azure Migrate project" can occur if registration fails because the Azure Migrate project used to the register the appliance can't be found.
     - In the Azure portal and check whether the project exists in the resource group.
     - If the project doesn't exist, create a new Azure Migrate project in your resource group and register the appliance again. [Learn how to](https://docs.microsoft.com/azure/migrate/how-to-add-tool-first-time#create-a-project-and-add-a-tool) create a new project.
@@ -82,7 +82,7 @@ If you receive the error 60030 or 60031, "An Azure Key Vault management operatio
 - Make sure the Azure user account used to register the appliance has at least Contributor permissions on the subscription.
 - Make sure the account has access to the key vault specified in the error message, and then retry the operation.
 - If the issue persists, contact Microsoft support.
-- [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance-deployment-requirements) about the required Azure roles and permissions.
+- [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance---vmware) about the required Azure roles and permissions.
 
 ## Error 60028: Discovery couldn't be initiated
 
@@ -97,7 +97,7 @@ Error 60025: "An Azure AD operation failed. The error occurred while creating or
 - Ensure that the user account initiating the discovery is same as the one used to register the appliance.
 - Provide Azure Active Directory application access permissions to the user account for which the discovery operation is failing.
 - Delete the resource group previously created for the Azure Migrate project. Create another resource group to start again.
-- [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance-deployment-requirements) about Azure Active Directory application permissions.
+- [Learn more](https://docs.microsoft.com/azure/migrate/migrate-appliance#appliance---vmware) about Azure Active Directory application permissions.
 
 
 ## Error 50004: Can't connect to host or cluster

articles/scheduler/scheduler-high-availability-reliability.md

@@ -19,7 +19,7 @@ ms.date: 08/16/2016
 > To continue working with the jobs that you set up in Scheduler, please 
 > [migrate to Azure Logic Apps](../scheduler/migrate-from-scheduler-to-logic-apps.md) as soon as possible. 
 
-Azure Scheduler provides both [high availability](https://docs.microsoft.com/azure/architecture/guide/pillars#availability) 
+Azure Scheduler provides both [high availability](https://docs.microsoft.com/azure/architecture/framework/#resiliency) 
 and reliability for your jobs. For more information, see 
 [SLA for Scheduler](https://azure.microsoft.com/support/legal/sla/scheduler).
 

includes/data-explorer-configure-customer-managed-keys.md

@@ -17,7 +17,7 @@ To enable customer-managed keys for your cluster, first assign a system-assigned
 
 ## Create a new key vault
 
-To create a new key vault using PowerShell, call [New-AzKeyVault](/powershell/module/az.keyvault/new-azkeyvault.md). The key vault that you use to store customer-managed keys for Azure Data Explorer encryption must have two key protection settings enabled, **Soft Delete** and **Do Not Purge**. Replace the placeholder values in brackets with your own values in example below.
+To create a new key vault using PowerShell, call [New-AzKeyVault](/powershell/module/az.keyvault/new-azkeyvault). The key vault that you use to store customer-managed keys for Azure Data Explorer encryption must have two key protection settings enabled, **Soft Delete** and **Do Not Purge**. Replace the placeholder values in brackets with your own values in example below.
 
 ```azurepowershell-interactive
 $keyVault = New-AzKeyVault -Name <key-vault> `
@@ -29,7 +29,7 @@ $keyVault = New-AzKeyVault -Name <key-vault> `
 
 ## Configure the key vault access policy
 
-Next, configure the access policy for the key vault so that the cluster has permissions to access it. In this step, you'll use the system-assigned managed identity that you previously assigned to the cluster. To set the access policy for the key vault, call [Set-AzKeyVaultAccessPolicy](/powershell/module/az.keyvault/set-azkeyvaultaccesspolicy.md). Replace the placeholder values in brackets with your own values and use the variables defined in the previous examples.
+Next, configure the access policy for the key vault so that the cluster has permissions to access it. In this step, you'll use the system-assigned managed identity that you previously assigned to the cluster. To set the access policy for the key vault, call [Set-AzKeyVaultAccessPolicy](/powershell/module/az.keyvault/set-azkeyvaultaccesspolicy). Replace the placeholder values in brackets with your own values and use the variables defined in the previous examples.
 
 ```azurepowershell-interactive
 Set-AzKeyVaultAccessPolicy `
@@ -40,7 +40,7 @@ Set-AzKeyVaultAccessPolicy `
 
 ## Create a new key
 
-Next, create a new key in the key vault. To create a new key, call [Add-AzKeyVaultKey](/powershell/module/az.keyvault/add-azkeyvaultkey.md). Replace the placeholder values in brackets with your own values and use the variables defined in the previous examples.
+Next, create a new key in the key vault. To create a new key, call [Add-AzKeyVaultKey](/powershell/module/az.keyvault/add-azkeyvaultkey). Replace the placeholder values in brackets with your own values and use the variables defined in the previous examples.
 
 ```azurepowershell-interactive
 $key = Add-AzKeyVaultKey -VaultName $keyVault.VaultName -Name <key> -Destination 'Software'