Merge pull request #36604 from rwestMSFT/rw-0211-fix-links

Fix links

Author: prmerger-automator[bot]

docs/machine-learning/data-exploration/python-dataframe-pandas.md

@@ -17,7 +17,7 @@ monikerRange: ">=sql-server-2017 || >=sql-server-linux-ver15 || =azuresqldb-mi-c
 # Insert data from a SQL table into a Python pandas dataframe
 [!INCLUDE[SQL Server SQL DB SQL MI FabricSQLDB](../../includes/applies-to-version/sql-asdb-asdbmi-fabricsqldb.md)]
 
-This article describes how to insert SQL data into a [pandas](https://pandas.pydata.org/) dataframe using the [mssql-python](/sql/connect/python/mssql-python/python-sql-driver-mssql-python) driver in Python. The rows and columns of data contained within the dataframe can be used for further data exploration.
+This article describes how to insert SQL data into a [pandas](https://pandas.pydata.org/) dataframe using the [mssql-python](../../connect/python/mssql-python/python-sql-driver-mssql-python.md) driver in Python. The rows and columns of data contained within the dataframe can be used for further data exploration.
 
 ## Prerequisites
 

docs/machine-learning/data-exploration/python-dataframe-sql-server.md

@@ -18,7 +18,7 @@ monikerRange: ">=sql-server-2017 || >=sql-server-linux-ver15 || =azuresqldb-mi-c
 
 [!INCLUDE [SQL Server SQL DB SQL MI FabricSQLDB](../../includes/applies-to-version/sql-asdb-asdbmi-fabricsqldb.md)]
 
-This article describes how to insert a [pandas](https://pandas.pydata.org/) dataframe into a SQL database using the [mssql-python](/sql/connect/python/mssql-python/python-sql-driver-mssql-python) driver in Python.
+This article describes how to insert a [pandas](https://pandas.pydata.org/) dataframe into a SQL database using the [mssql-python](../../connect/python/mssql-python/python-sql-driver-mssql-python.md) driver in Python.
 
 ## Prerequisites
 

docs/relational-databases/security/networking/tds-8.md

@@ -102,7 +102,7 @@ To use TDS 8.0, [!INCLUDE [sssql22-md](../../../includes/sssql22-md.md)] added `
 - [Microsoft OLE DB Driver for SQL Server](../../../connect/oledb/download-oledb-driver-for-sql-server.md) version 19.2.0 or higher
 - [Microsoft JDBC Driver for SQL Server](../../../connect/jdbc/microsoft-jdbc-driver-for-sql-server.md) version 11.2.0 or higher
 - [Microsoft Drivers for PHP for SQL Server](../../../connect/php/microsoft-php-driver-for-sql-server.md) version 5.10 or higher
-- [Python SQL Driver - mssql-python](/sql/connect/python/mssql-python/python-sql-driver-mssql-python)
+- [Python SQL Driver - mssql-python](../../../connect/python/mssql-python/python-sql-driver-mssql-python.md)
 
 In order to prevent a man-in-the-middle attack with `strict` connection encryption, users can't set the `TrustServerCertificate` option to `true` and allow any certificate the server provided. Instead, users would use the `HostNameInCertificate` option to specify the certificate `ServerName` that should be trusted. The certificate supplied by the server would need to pass the certificate validation. For more information on certificate validation, see [Certificate requirements for SQL Server](../../../database-engine/configure-windows/certificate-requirements.md)
 
@@ -119,4 +119,3 @@ The following options are added to connection strings to encrypt communication:
 ## Related content
 
 - [Connect to SQL Server with strict encryption](connect-with-strict-encryption.md)
-

docs/t-sql/data-types/vector-data-type.md

@@ -390,7 +390,7 @@ Example of selecting **vector** data from a table:
 
 ### [Python](#tab/python)
 
-This sample is using Python with the [mssql-python driver](/sql/connect/python/mssql-python/python-sql-driver-mssql-python). Applications can write and read vector data using `json.loads` and `json.dumps`:
+This sample is using Python with the [mssql-python driver](../../connect/python/mssql-python/python-sql-driver-mssql-python.md). Applications can write and read vector data using `json.loads` and `json.dumps`:
 
 ```python
 import json

docs/tools/whats-happening-azure-data-studio.md

@@ -40,10 +40,6 @@ For import, export, and assessment work:
 - Use [SqlPackage](sqlpackage/sqlpackage.md) and the [Data-tier Application (Preview)](visual-studio-code-extensions/mssql/mssql-data-tier-application.md) for DACPAC tasks, or use bulk insert and PowerShell for flat-file import.
 - Run the [migration assessment](../sql-server/azure-arc/migration-assessment.md) for SQL Server enabled by Azure Arc.
 
-### [Data analyst](#tab/analyst)
-
-Install the [Polyglot Notebooks extension in Visual Studio Code](https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode) to continue working with interactive Transact-SQL + Markdown notebooks.
-
 ### [Cross-database developer](#tab/xplat)
 
 Replace Azure Data Studio extensions with their Visual Studio Code equivalents:
@@ -125,10 +121,9 @@ Azure Data Studio users have diverse needs, from connecting to Azure SQL databas
 | Database administration | Tools for managing databases on Windows. | [SQL Server Management Studio (SSMS)](/sql/ssms/) |
 | Schema | Compare and synchronize database schemas. | SQL Server Data Tools (SSDT). In development for MSSQL extension for Visual Studio Code. |
 | Flat-file import | Import `.txt` and `.csv` files into databases. | Bulk insert / PowerShell. In development for MSSQL extension for Visual Studio Code. |
-| DACPAC import/export | Deploy and extract DACPAC files. | SqlPackage CLI |
-| SQL Server assessment | Assess an existing SQL Server data estate to prepare for migration. | [Assess migration readiness with SQL Server enabled by Azure Arc](/sql/sql-server/azure-arc/migration-assessment). |
+| DACPAC import/export | Deploy and extract DACPAC files. | [Data-tier Application (Preview)](visual-studio-code-extensions/mssql/mssql-data-tier-application.md) and SqlPackage CLI |
+| SQL Server assessment | Assess an existing SQL Server data estate to prepare for migration. | [Assess migration readiness with SQL Server enabled by Azure Arc](../sql-server/azure-arc/migration-assessment.md). |
 | Azure SQL migration | Migrate SQL Server to Azure SQL. | Alternative migration tools for [Azure SQL Managed Instance](/data-migration/sql-server/managed-instance/overview#migration-tools), [SQL Server on Azure VMs](/data-migration/sql-server/virtual-machines/overview#migrate), and [Azure SQL Database](/data-migration/sql-server/database/overview#migration-tools). |
-| Notebooks | SQL + Markdown interactive documents. | Polyglot Notebooks in Visual Studio Code. |
 | SQL Database Projects | Create, manage, and deploy SQL database projects. | Fully supported in the MSSQL extension for Visual Studio Code and Visual Studio. |
 
 ### Alternative Azure Data Studio capabilities
@@ -143,7 +138,7 @@ For users who relied on Azure Data Studio for non-SQL Server-related tasks (for
 
    | Azure Data Studio extension | Description | Replacement |
    | --- | --- | --- |
-   | **PostgreSQL** | Manage PostgreSQL databases. | [PostgreSQL extension for Visual Studio Code preview](/azure/postgresql/extensions/vs-code-extension/overview) |
+   | **PostgreSQL** | Manage PostgreSQL databases. | [PostgreSQL extension for Visual Studio Code](/azure/postgresql/extensions/vs-code-extension/overview) |
    | **MySQL** | Manage MySQL databases. | Pending announcement |
    | **Azure Cosmos DB** | Manage Azure Cosmos DB API for MongoDB. | [Azure Databases for Visual Studio Code](/azure/cosmos-db/visual-studio-code-extension) |
    | **Azure Cosmos DB Migration for MongoDB** | Migrate MongoDB to Azure Cosmos DB. | Pending announcement |