Improved correctness score

Author: Sreekanth Iyer (Ushta Te Consultancy Services)

articles/hdinsight/TOC.yml

@@ -195,11 +195,11 @@ items:
         items:
         - name: Migrate Apache HBase cluster to newer version
           href: ./hbase/apache-hbase-migrate-new-version.md
-        - name: Migrate an Apache HBase cluster to an HDInsight 5.1
+        - name: Migrate an Apache HBase cluster to a HDInsight 5.1
           href: ./hbase/apache-hbase-migrate-hdinsight-5-1.md
         - name: Migrate Apache HBase version and storage account
           href: ./hbase/apache-hbase-migrate-new-version-new-storage-account.md
-        - name: Migrate Apache HBase to an HDInsight 5.1 and new storage account
+        - name: Migrate Apache HBase to a HDInsight 5.1 and new storage account
           href: ./hbase/apache-hbase-migrate-hdinsight-5-1-new-storage-account.md
       - name: Interactive Query
         items:
@@ -243,7 +243,7 @@ items:
         href: ./hdinsight-use-external-metadata-stores.md
       - name: Custom Ambari DB
         href: ./hdinsight-custom-ambari-db.md          
-      - name: Manage logs for an HDInsight cluster
+      - name: Manage logs for a HDInsight cluster
         href: ./hdinsight-log-management.md
       - name: Add storage accounts
         href: ./hdinsight-hadoop-add-storage.md
@@ -279,10 +279,10 @@ items:
       items:
       - name: Tools for Visual Studio
         href: ./hadoop/apache-hadoop-visual-studio-tools-get-started.md
-      - name: Spark and Hive Tools for VSCode
-        href: ./hdinsight-for-vscode.md
+      - name: Spark and Hive Tools for VS Code
+        href: ./hdinsight-for-VS Code.md
       - name: HDInsight Configuration Settings Reference
-        href: ./hdinsight-config-for-vscode.md
+        href: ./hdinsight-config-for-VS Code.md
     - name: Monitoring
       items:
       - name: Monitor Azure HDInsight
@@ -447,7 +447,7 @@ items:
         href: ./spark/apache-spark-intellij-tool-plugin.md
       - name: Tools for Eclipse
         href: ./spark/apache-spark-eclipse-tool-plugin.md
-      - name: PySpark for VSCode
+      - name: PySpark for VS Code
         href: ./set-up-pyspark-interactive-environment.md
     - name: Develop
       items:
@@ -515,7 +515,7 @@ items:
         items: 
         - name: Connect to Azure SQL Database
           href: ./spark/apache-spark-connect-to-sql-database.md
-        - name: Run Azure ML workloads with AutoML
+        - name: Run Azure Machine Learningworkloads with AutoML
           href: ./spark/apache-spark-run-machine-learning-automl.md
     - name: Troubleshoot
       items:
@@ -997,9 +997,9 @@ items:
       href: ./hdinsight-virtual-network-architecture.md
     - name: Restrict public connectivity
       href: ./hdinsight-restrict-public-connectivity.md
-    - name: Enable private link on an HDInsight cluster
+    - name: Enable private link on a HDInsight cluster
       href: ./hdinsight-private-link.md
-    - name: Enable private link on an HDInsight Kafka Rest Proxy cluster
+    - name: Enable private link on a HDInsight Kafka Rest Proxy cluster
       href: ./enable-private-link-on-kafka-rest-proxy-hdi-cluster.md 
     - name: Transport layer security
       href: ./transport-layer-security.md
@@ -1029,7 +1029,7 @@ items:
       href: ./connect-on-premises-network.md
     - name: Configure ESP clusters using Microsoft Entra Domain Services
       href: ./domain-joined/apache-domain-joined-configure-using-azure-adds.md
-    - name: Synchronize Microsoft Entra users to an HDInsight cluster
+    - name: Synchronize Microsoft Entra users to a HDInsight cluster
       href: ./hdinsight-sync-aad-users-to-cluster.md
     - name: Manage clusters with enterprise security
       href: ./domain-joined/apache-domain-joined-manage.md

articles/hdinsight/hdinsight-component-versioning.md

@@ -22,7 +22,7 @@ This table lists the versions of HDInsight that are available in the Azure porta
 
 **Support expiration** means that Microsoft no longer provides support for the specific HDInsight version. You might not be able to create clusters from the Azure portal.
 
-**Retirement** means that existing clusters of an HDInsight version continue to run as is. You can't create new clusters of this version through any means, which includes the CLI and SDKs. Other control plane features, such as manual scaling and autoscaling, not guaranteed to work after retirement date. Support isn't available for retired versions.
+**Retirement** means that existing clusters of a HDInsight version continue to run as is. You can't create new clusters of this version through any means, which includes the CLI and SDKs. Other control plane features, such as manual scaling and autoscaling, not guaranteed to work after retirement date. Support isn't available for retired versions.
 
 ### Spark versions supported in Azure HDInsight
 
@@ -36,7 +36,7 @@ Azure HDInsight supports the following Apache Spark versions.
 
 ## Support options for HDInsight versions
 
-Support defined as a time period that an HDInsight version supported by Microsoft Customer Service and Support. HDInsight offers two types of support: 
+Support defined as a time period that a HDInsight version supported by Microsoft Customer Service and Support. HDInsight offers two types of support: 
 - **Standard support**
 - **Basic support**