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Python quickstart moniker simplification
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‎docs/machine-learning/tutorials/quickstart-python-data-structures.md‎

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description: In this quickstart, learn how to work with data structures and data objects in Python using SQL machine learning.
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ms.prod: sql
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ms.technology: machine-learning
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ms.date: 05/21/2020
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ms.date: 09/24/2020
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ms.topic: quickstart
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author: cawrites
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ms.author: chadam
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# Quickstart: Data structures and objects using Python with SQL machine learning
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[!INCLUDE [SQL Server 2017 SQL MI](../../includes/applies-to-version/sqlserver2017-asdbmi.md)]
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::: moniker range=">=sql-server-ver15||>=sql-server-linux-ver15||=sqlallproducts-allversions"
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In this quickstart, you'll learn how to use data structures and data types when using Python in [SQL Server Machine Learning Services](../sql-server-machine-learning-services.md) or on [Big Data Clusters](../../big-data-cluster/machine-learning-services.md). You'll learn about moving data between Python and SQL Server, and the common issues that might occur.
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::: moniker-end
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::: moniker range="=sql-server-2017||=sqlallproducts-allversions"
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In this quickstart, you'll learn how to use data structures and data types when using Python in [SQL Server Machine Learning Services](../sql-server-machine-learning-services.md). You'll learn about moving data between Python and SQL Server, and the common issues that might occur.
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::: moniker-end
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::: moniker range="=azuresqldb-mi-current||=sqlallproducts-allversions"
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In this quickstart, you'll learn how to use data structures and data types when using Python in [Azure SQL Managed Instance Machine Learning Services](/azure/azure-sql/managed-instance/machine-learning-services-overview). You'll learn about moving data between Python and Azure SQL Managed Instance, and the common issues that might occur.
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::: moniker-end
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In this quickstart, you'll learn how to use data structures and data types when using Python in [SQL Server Machine Learning Services](../sql-server-machine-learning-services.md), [Azure SQL Managed Instance Machine Learning Services](/azure/azure-sql/managed-instance/machine-learning-services-overview), or on [SQL Server Big Data Clusters](../../big-data-cluster/machine-learning-services.md). You'll learn about moving data between Python and SQL Server, and the common issues that might occur.
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SQL machine learning relies on the Python **pandas** package, which is great for working with tabular data. However, you cannot pass a scalar from Python to your database and expect it to *just work*. In this quickstart, you'll review some basic data structure definitions, to prepare you for additional issues that you might run across when passing tabular data between Python and the database.
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You need the following prerequisites to run this quickstart.
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::: moniker range=">=sql-server-ver15||>=sql-server-linux-ver15||=sqlallproducts-allversions"
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- SQL Server Machine Learning Services. For how to install Machine Learning Services, see the [Windows installation guide](../install/sql-machine-learning-services-windows-install.md) or the [Linux installation guide](../../linux/sql-server-linux-setup-machine-learning.md?toc=%2Fsql%2Fmachine-learning%2Ftoc.json). You can also [enable Machine Learning Services on SQL Server Big Data Clusters](../../big-data-cluster/machine-learning-services.md).
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::: moniker-end
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::: moniker range="=sql-server-2017||=sqlallproducts-allversions"
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- SQL Server Machine Learning Services. For how to install Machine Learning Services, see the [Windows installation guide](../install/sql-machine-learning-services-windows-install.md).
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::: moniker-end
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::: moniker range="=azuresqldb-mi-current||=sqlallproducts-allversions"
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- Azure SQL Managed Instance Machine Learning Services. For how to sign up, see the [Azure SQL Managed Instance Machine Learning Services overview](/azure/azure-sql/managed-instance/machine-learning-services-overview).
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::: moniker-end
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- A SQL database on one of these platforms:
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- [SQL Server Machine Learning Services](../sql-server-machine-learning-services.md). For how to install Machine Learning Services, see the [Windows installation guide](../install/sql-machine-learning-services-windows-install.md) or the [Linux installation guide](../../linux/sql-server-linux-setup-machine-learning.md?toc=%2Fsql%2Fmachine-learning%2Ftoc.json).
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- SQL Server Big Data Clusters. See how to [enable Machine Learning Services on SQL Server Big Data Clusters](../../big-data-cluster/machine-learning-services.md).
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- Azure SQL Managed Instance Machine Learning Services. For how to sign up, see the [Azure SQL Managed Instance Machine Learning Services overview](/azure/azure-sql/managed-instance/machine-learning-services-overview).
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- A tool for running SQL queries that contain Python scripts. This quickstart uses [Azure Data Studio](../../azure-data-studio/what-is.md).
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