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## At scale
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AWS SDK for pandas can also run your workflows at scale by leveraging [ Modin] ( https://modin.readthedocs.io/en/stable/ ) and [ Ray] ( https://www.ray.io/ ) . Both projects aim to speed up data workloads by distributing processing over a cluster of workers.
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- The quickest way to get started is to use AWS Glue with Ray. Read our [ docs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /scale.html ) , our blogs ([ 1] ( https://aws.amazon.com/blogs/big-data/scale-aws-sdk-for-pandas-workloads-with-aws-glue-for-ray/ ) /[ 2] ( https://aws.amazon.com/blogs/big-data/advanced-patterns-with-aws-sdk-for-pandas-on-aws-glue-for-ray/ ) ), or head to our latest [ tutorials] ( https://github.com/aws/aws-sdk-pandas/tree/main/tutorials ) to discover even more features.
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+ The quickest way to get started is to use AWS Glue with Ray. Read our [ docs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /scale.html ) , our blogs ([ 1] ( https://aws.amazon.com/blogs/big-data/scale-aws-sdk-for-pandas-workloads-with-aws-glue-for-ray/ ) /[ 2] ( https://aws.amazon.com/blogs/big-data/advanced-patterns-with-aws-sdk-for-pandas-on-aws-glue-for-ray/ ) ), or head to our latest [ tutorials] ( https://github.com/aws/aws-sdk-pandas/tree/main/tutorials ) to discover even more features.
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> ⚠️ ** Ray is currently not available for Python 3.12. While AWS SDK for pandas supports Python 3.12, it cannot be used at scale.**
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## [ Read The Docs] ( https://aws-sdk-pandas.readthedocs.io/ )
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- - [ ** What is AWS SDK for pandas?** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /about.html )
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- - [ ** Install** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html )
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- - [ PyPi (pip)] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#pypi-pip )
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- - [ Conda] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#conda )
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- - [ AWS Lambda Layer] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#aws-lambda-layer )
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- - [ AWS Glue Python Shell Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#aws-glue-python-shell-jobs )
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- - [ AWS Glue PySpark Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#aws-glue-pyspark-jobs )
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- - [ Amazon SageMaker Notebook] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#amazon-sagemaker-notebook )
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- - [ Amazon SageMaker Notebook Lifecycle] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#amazon-sagemaker-notebook-lifecycle )
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- - [ EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#emr )
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- - [ From source] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /install.html#from-source )
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- - [ ** At scale** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /scale.html )
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- - [ Getting Started] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /scale.html#getting-started )
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- - [ Supported APIs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /scale.html#supported-apis )
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- - [ Resources] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /scale.html#resources )
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+ - [ ** What is AWS SDK for pandas?** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /about.html )
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+ - [ ** Install** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html )
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+ - [ PyPi (pip)] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#pypi-pip )
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+ - [ Conda] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#conda )
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+ - [ AWS Lambda Layer] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#aws-lambda-layer )
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+ - [ AWS Glue Python Shell Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#aws-glue-python-shell-jobs )
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+ - [ AWS Glue PySpark Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#aws-glue-pyspark-jobs )
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+ - [ Amazon SageMaker Notebook] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#amazon-sagemaker-notebook )
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+ - [ Amazon SageMaker Notebook Lifecycle] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#amazon-sagemaker-notebook-lifecycle )
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+ - [ EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#emr )
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+ - [ From source] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /install.html#from-source )
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+ - [ ** At scale** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /scale.html )
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+ - [ Getting Started] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /scale.html#getting-started )
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+ - [ Supported APIs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /scale.html#supported-apis )
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+ - [ Resources] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /scale.html#resources )
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- [ ** Tutorials** ] ( https://github.com/aws/aws-sdk-pandas/tree/main/tutorials )
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- [ 001 - Introduction] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/001%20-%20Introduction.ipynb )
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- [ 002 - Sessions] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/002%20-%20Sessions.ipynb )
@@ -162,30 +162,30 @@ The quickest way to get started is to use AWS Glue with Ray. Read our [docs](htt
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- [ 039 - Athena Iceberg] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/039%20-%20Athena%20Iceberg.ipynb )
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- [ 040 - EMR Serverless] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/040%20-%20EMR%20Serverless.ipynb )
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- [ 041 - Apache Spark on Amazon Athena] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/041%20-%20Apache%20Spark%20on%20Amazon%20Athena.ipynb )
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- - [ ** API Reference** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html )
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- - [ Amazon S3] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-s3 )
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- - [ AWS Glue Catalog] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#aws-glue-catalog )
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- - [ Amazon Athena] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-athena )
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- - [ Amazon Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-redshift )
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- - [ PostgreSQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#postgresql )
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- - [ MySQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#mysql )
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- - [ SQL Server] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#sqlserver )
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- - [ Oracle] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#oracle )
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- - [ Data API Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#data-api-redshift )
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- - [ Data API RDS] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#data-api-rds )
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- - [ OpenSearch] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#opensearch )
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- - [ AWS Glue Data Quality] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#aws-glue-data-quality )
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- - [ Amazon Neptune] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-neptune )
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- - [ DynamoDB] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#dynamodb )
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- - [ Amazon Timestream] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-timestream )
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- - [ Amazon EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-emr )
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- - [ Amazon CloudWatch Logs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-cloudwatch-logs )
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- - [ Amazon Chime] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-chime )
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- - [ Amazon QuickSight] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#amazon-quicksight )
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- - [ AWS STS] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#aws-sts )
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- - [ AWS Secrets Manager] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#aws-secrets-manager )
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- - [ Global Configurations] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#global-configurations )
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- - [ Distributed - Ray] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2b1 /api.html#distributed-ray )
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+ - [ ** API Reference** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html )
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+ - [ Amazon S3] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-s3 )
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+ - [ AWS Glue Catalog] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#aws-glue-catalog )
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+ - [ Amazon Athena] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-athena )
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+ - [ Amazon Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-redshift )
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+ - [ PostgreSQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#postgresql )
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+ - [ MySQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#mysql )
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+ - [ SQL Server] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#sqlserver )
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+ - [ Oracle] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#oracle )
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+ - [ Data API Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#data-api-redshift )
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+ - [ Data API RDS] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#data-api-rds )
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+ - [ OpenSearch] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#opensearch )
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+ - [ AWS Glue Data Quality] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#aws-glue-data-quality )
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+ - [ Amazon Neptune] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-neptune )
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+ - [ DynamoDB] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#dynamodb )
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+ - [ Amazon Timestream] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-timestream )
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+ - [ Amazon EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-emr )
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+ - [ Amazon CloudWatch Logs] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-cloudwatch-logs )
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+ - [ Amazon Chime] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-chime )
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+ - [ Amazon QuickSight] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#amazon-quicksight )
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+ - [ AWS STS] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#aws-sts )
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+ - [ AWS Secrets Manager] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#aws-secrets-manager )
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+ - [ Global Configurations] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#global-configurations )
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+ - [ Distributed - Ray] ( https://aws-sdk-pandas.readthedocs.io/en/3.7.2 /api.html#distributed-ray )
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- [ ** License** ] ( https://github.com/aws/aws-sdk-pandas/blob/main/LICENSE.txt )
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- [ ** Contributing** ] ( https://github.com/aws/aws-sdk-pandas/blob/main/CONTRIBUTING.md )
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