@@ -11,7 +11,7 @@ Easy integration with Athena, Glue, Redshift, Timestream, OpenSearch, Neptune, Q
1111
1212> An [ AWS Professional Service] ( https://aws.amazon.com/professional-services/ ) open source initiative | [email protected] 1313
14- [ ![ Release] ( https://img.shields.io/badge/3.5.0 -brightgreen.svg )] ( https://pypi.org/project/awswrangler/ )
14+ [ ![ Release] ( https://img.shields.io/badge/3.5.1 -brightgreen.svg )] ( https://pypi.org/project/awswrangler/ )
1515[ ![ Python Version] ( https://img.shields.io/badge/python-3.8%20%7C%203.8%20%7C%203.9%20%7C%203.10%20%7C%203.11-brightgreen.svg )] ( https://anaconda.org/conda-forge/awswrangler )
1616[ ![ Code style: black] ( https://img.shields.io/badge/code%20style-black-000000.svg )] ( https://github.com/psf/black )
1717[ ![ License] ( https://img.shields.io/badge/License-Apache%202.0-blue.svg )] ( https://opensource.org/licenses/Apache-2.0 )
@@ -99,27 +99,27 @@ FROM "sampleDB"."sampleTable" ORDER BY time DESC LIMIT 3
9999## At scale
100100AWS 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.
101101
102- The quickest way to get started is to use AWS Glue with Ray. Read our [ docs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /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.
102+ The quickest way to get started is to use AWS Glue with Ray. Read our [ docs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /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.
103103
104104> ⚠️ ** Ray is currently not available for Python 3.12. While AWS SDK for pandas supports Python 3.12, it cannot be used at scale.**
105105
106106## [ Read The Docs] ( https://aws-sdk-pandas.readthedocs.io/ )
107107
108- - [ ** What is AWS SDK for pandas?** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /about.html )
109- - [ ** Install** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html )
110- - [ PyPi (pip)] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#pypi-pip )
111- - [ Conda] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#conda )
112- - [ AWS Lambda Layer] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#aws-lambda-layer )
113- - [ AWS Glue Python Shell Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#aws-glue-python-shell-jobs )
114- - [ AWS Glue PySpark Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#aws-glue-pyspark-jobs )
115- - [ Amazon SageMaker Notebook] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#amazon-sagemaker-notebook )
116- - [ Amazon SageMaker Notebook Lifecycle] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#amazon-sagemaker-notebook-lifecycle )
117- - [ EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#emr )
118- - [ From source] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /install.html#from-source )
119- - [ ** At scale** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /scale.html )
120- - [ Getting Started] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /scale.html#getting-started )
121- - [ Supported APIs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /scale.html#supported-apis )
122- - [ Resources] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /scale.html#resources )
108+ - [ ** What is AWS SDK for pandas?** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /about.html )
109+ - [ ** Install** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html )
110+ - [ PyPi (pip)] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#pypi-pip )
111+ - [ Conda] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#conda )
112+ - [ AWS Lambda Layer] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#aws-lambda-layer )
113+ - [ AWS Glue Python Shell Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#aws-glue-python-shell-jobs )
114+ - [ AWS Glue PySpark Jobs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#aws-glue-pyspark-jobs )
115+ - [ Amazon SageMaker Notebook] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#amazon-sagemaker-notebook )
116+ - [ Amazon SageMaker Notebook Lifecycle] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#amazon-sagemaker-notebook-lifecycle )
117+ - [ EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#emr )
118+ - [ From source] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /install.html#from-source )
119+ - [ ** At scale** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /scale.html )
120+ - [ Getting Started] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /scale.html#getting-started )
121+ - [ Supported APIs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /scale.html#supported-apis )
122+ - [ Resources] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /scale.html#resources )
123123- [ ** Tutorials** ] ( https://github.com/aws/aws-sdk-pandas/tree/main/tutorials )
124124 - [ 001 - Introduction] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/001%20-%20Introduction.ipynb )
125125 - [ 002 - Sessions] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/002%20-%20Sessions.ipynb )
@@ -162,31 +162,31 @@ The quickest way to get started is to use AWS Glue with Ray. Read our [docs](htt
162162 - [ 039 - Athena Iceberg] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/039%20-%20Athena%20Iceberg.ipynb )
163163 - [ 040 - EMR Serverless] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/040%20-%20EMR%20Serverless.ipynb )
164164 - [ 041 - Apache Spark on Amazon Athena] ( https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/041%20-%20Apache%20Spark%20on%20Amazon%20Athena.ipynb )
165- - [ ** API Reference** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html )
166- - [ Amazon S3] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-s3 )
167- - [ AWS Glue Catalog] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#aws-glue-catalog )
168- - [ Amazon Athena] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-athena )
169- - [ AWS Lake Formation] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#aws-lake-formation )
170- - [ Amazon Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-redshift )
171- - [ PostgreSQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#postgresql )
172- - [ MySQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#mysql )
173- - [ SQL Server] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#sqlserver )
174- - [ Oracle] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#oracle )
175- - [ Data API Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#data-api-redshift )
176- - [ Data API RDS] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#data-api-rds )
177- - [ OpenSearch] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#opensearch )
178- - [ AWS Glue Data Quality] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#aws-glue-data-quality )
179- - [ Amazon Neptune] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-neptune )
180- - [ DynamoDB] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#dynamodb )
181- - [ Amazon Timestream] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-timestream )
182- - [ Amazon EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-emr )
183- - [ Amazon CloudWatch Logs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-cloudwatch-logs )
184- - [ Amazon Chime] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-chime )
185- - [ Amazon QuickSight] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#amazon-quicksight )
186- - [ AWS STS] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#aws-sts )
187- - [ AWS Secrets Manager] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#aws-secrets-manager )
188- - [ Global Configurations] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#global-configurations )
189- - [ Distributed - Ray] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.0 /api.html#distributed-ray )
165+ - [ ** API Reference** ] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html )
166+ - [ Amazon S3] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-s3 )
167+ - [ AWS Glue Catalog] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#aws-glue-catalog )
168+ - [ Amazon Athena] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-athena )
169+ - [ AWS Lake Formation] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#aws-lake-formation )
170+ - [ Amazon Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-redshift )
171+ - [ PostgreSQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#postgresql )
172+ - [ MySQL] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#mysql )
173+ - [ SQL Server] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#sqlserver )
174+ - [ Oracle] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#oracle )
175+ - [ Data API Redshift] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#data-api-redshift )
176+ - [ Data API RDS] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#data-api-rds )
177+ - [ OpenSearch] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#opensearch )
178+ - [ AWS Glue Data Quality] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#aws-glue-data-quality )
179+ - [ Amazon Neptune] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-neptune )
180+ - [ DynamoDB] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#dynamodb )
181+ - [ Amazon Timestream] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-timestream )
182+ - [ Amazon EMR] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-emr )
183+ - [ Amazon CloudWatch Logs] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-cloudwatch-logs )
184+ - [ Amazon Chime] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-chime )
185+ - [ Amazon QuickSight] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#amazon-quicksight )
186+ - [ AWS STS] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#aws-sts )
187+ - [ AWS Secrets Manager] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#aws-secrets-manager )
188+ - [ Global Configurations] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#global-configurations )
189+ - [ Distributed - Ray] ( https://aws-sdk-pandas.readthedocs.io/en/3.5.1 /api.html#distributed-ray )
190190- [ ** License** ] ( https://github.com/aws/aws-sdk-pandas/blob/main/LICENSE.txt )
191191- [ ** Contributing** ] ( https://github.com/aws/aws-sdk-pandas/blob/main/CONTRIBUTING.md )
192192
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