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Change documentation links to 2.4.0-docs. #547 #547 #549
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README.md

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| **[PyPi](https://pypi.org/project/awswrangler/)** | [![PyPI Downloads](https://pepy.tech/badge/awswrangler)](https://pypi.org/project/awswrangler/) | `pip install awswrangler` |
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| **[Conda](https://anaconda.org/conda-forge/awswrangler)** | [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/awswrangler.svg)](https://anaconda.org/conda-forge/awswrangler) | `conda install -c conda-forge awswrangler` |
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> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):**<br>
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➡️`pip install pyarrow==2 awswrangler`
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> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-pyspark-jobs)):**<br>
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➡️ `pip install pyarrow==2 awswrangler`
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Powered By [<img src="https://arrow.apache.org/img/arrow.png" width="200">](https://arrow.apache.org/powered_by/)
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Installation command: `pip install awswrangler`
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> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):**<br>
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> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-pyspark-jobs)):**<br>
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➡️`pip install pyarrow==2 awswrangler`
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```py3
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## [Read The Docs](https://aws-data-wrangler.readthedocs.io/)
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- [**What is AWS Data Wrangler?**](https://aws-data-wrangler.readthedocs.io/en/stable/what.html)
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- [**Install**](https://aws-data-wrangler.readthedocs.io/en/stable/install.html)
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- [PyPi (pip)](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#pypi-pip)
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- [Conda](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#conda)
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- [AWS Lambda Layer](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-lambda-layer)
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- [AWS Glue Python Shell Jobs](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-python-shell-jobs)
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- [AWS Glue PySpark Jobs](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)
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- [Amazon SageMaker Notebook](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#amazon-sagemaker-notebook)
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- [Amazon SageMaker Notebook Lifecycle](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#amazon-sagemaker-notebook-lifecycle)
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- [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr)
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- [From source](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#from-source)
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- [**What is AWS Data Wrangler?**](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/what.html)
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- [**Install**](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html)
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- [PyPi (pip)](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#pypi-pip)
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- [Conda](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#conda)
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- [AWS Lambda Layer](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-lambda-layer)
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- [AWS Glue Python Shell Jobs](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-python-shell-jobs)
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- [AWS Glue PySpark Jobs](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-pyspark-jobs)
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- [Amazon SageMaker Notebook](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#amazon-sagemaker-notebook)
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- [Amazon SageMaker Notebook Lifecycle](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#amazon-sagemaker-notebook-lifecycle)
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- [EMR](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#emr)
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- [From source](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#from-source)
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- [**Tutorials**](https://github.com/awslabs/aws-data-wrangler/tree/main/tutorials)
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- [001 - Introduction](https://github.com/awslabs/aws-data-wrangler/blob/main/tutorials/001%20-%20Introduction.ipynb)
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- [002 - Sessions](https://github.com/awslabs/aws-data-wrangler/blob/main/tutorials/002%20-%20Sessions.ipynb)
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- [026 - Amazon Timestream](https://github.com/awslabs/aws-data-wrangler/blob/main/tutorials/026%20-%20Amazon%20Timestream.ipynb)
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- [027 - Amazon Timestream 2](https://github.com/awslabs/aws-data-wrangler/blob/main/tutorials/027%20-%20Amazon%20Timestream%202.ipynb)
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- [028 - Amazon DynamoDB](https://github.com/awslabs/aws-data-wrangler/blob/main/tutorials/028%20-%20DynamoDB.ipynb)
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- [**API Reference**](https://aws-data-wrangler.readthedocs.io/en/stable/api.html)
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- [Amazon S3](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-s3)
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- [AWS Glue Catalog](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#aws-glue-catalog)
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- [Amazon Athena](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-athena)
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- [Amazon Redshift](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-redshift)
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- [PostgreSQL](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#postgresql)
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- [MySQL](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#mysql)
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- [SQL Server](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#sqlserver)
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- [DynamoDB](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#dynamodb)
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- [Amazon Timestream](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-timestream)
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- [Amazon EMR](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-emr)
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- [Amazon CloudWatch Logs](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-cloudwatch-logs)
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- [Amazon Chime](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-chime)
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- [Amazon QuickSight](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#amazon-quicksight)
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- [AWS STS](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#aws-sts)
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- [AWS Secrets Manager](https://aws-data-wrangler.readthedocs.io/en/stable/api.html#aws-secrets-manager)
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- [**API Reference**](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html)
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- [Amazon S3](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-s3)
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- [AWS Glue Catalog](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#aws-glue-catalog)
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- [Amazon Athena](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-athena)
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- [Amazon Redshift](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-redshift)
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- [PostgreSQL](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#postgresql)
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- [MySQL](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#mysql)
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- [SQL Server](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#sqlserver)
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- [DynamoDB](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#dynamodb)
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- [Amazon Timestream](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-timestream)
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- [Amazon EMR](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-emr)
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- [Amazon CloudWatch Logs](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-cloudwatch-logs)
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- [Amazon Chime](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-chime)
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- [Amazon QuickSight](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#amazon-quicksight)
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- [AWS STS](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#aws-sts)
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- [AWS Secrets Manager](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html#aws-secrets-manager)
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- [**License**](https://github.com/awslabs/aws-data-wrangler/blob/main/LICENSE.txt)
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- [**Contributing**](https://github.com/awslabs/aws-data-wrangler/blob/main/CONTRIBUTING.md)
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- [**Legacy Docs** (pre-1.0.0)](https://aws-data-wrangler.readthedocs.io/en/0.3.3/)

awswrangler/s3/_write_parquet.py

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``append`` (Default), ``overwrite``, ``overwrite_partitions``. Only takes effect if dataset=True.
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https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
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awswrangler/s3/_write_text.py

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https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
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docs/source/what.rst

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Built on top of other open-source projects like `Pandas <https://github.com/pandas-dev/pandas>`_, `Apache Arrow <https://github.com/apache/arrow>`_ and `Boto3 <https://github.com/boto/boto3>`_, it offers abstracted functions to execute usual ETL tasks like load/unload data from **Data Lakes**, **Data Warehouses** and **Databases**.
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Check our `tutorials <https://github.com/awslabs/aws-data-wrangler/tree/main/tutorials>`_ or the `list of functionalities <https://aws-data-wrangler.readthedocs.io/en/stable/api.html>`_.
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Check our `tutorials <https://github.com/awslabs/aws-data-wrangler/tree/main/tutorials>`_ or the `list of functionalities <https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html>`_.

tutorials/001 - Introduction.ipynb

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"Built on top of other open-source projects like [Pandas](https://github.com/pandas-dev/pandas), [Apache Arrow](https://github.com/apache/arrow) and [Boto3](https://github.com/boto/boto3), it offers abstracted functions to execute usual ETL tasks like load/unload data from **Data Lakes**, **Data Warehouses** and **Databases**.\n",
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"Check our [list of functionalities](https://aws-data-wrangler.readthedocs.io/en/stable/api.html)."
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"Check our [list of functionalities](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html)."
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"The Wrangler runs almost anywhere over Python 3.6, 3.7 and 3.8, so there are several different ways to install it in the desired enviroment.\n",
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"\n",
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" - [PyPi (pip)](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#pypi-pip)\n",
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" - [Conda](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#conda)\n",
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" - [AWS Lambda Layer](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-lambda-layer)\n",
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" - [AWS Glue Python Shell Jobs](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-python-shell-jobs)\n",
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" - [AWS Glue PySpark Jobs](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)\n",
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" - [Amazon SageMaker Notebook](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#amazon-sagemaker-notebook)\n",
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" - [Amazon SageMaker Notebook Lifecycle](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#amazon-sagemaker-notebook-lifecycle)\n",
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" - [EMR Cluster](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster)\n",
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" - [From source](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#from-source)\n",
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" - [PyPi (pip)](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#pypi-pip)\n",
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" - [Conda](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#conda)\n",
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" - [AWS Lambda Layer](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-lambda-layer)\n",
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" - [AWS Glue Python Shell Jobs](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-python-shell-jobs)\n",
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" - [AWS Glue PySpark Jobs](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#aws-glue-pyspark-jobs)\n",
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" - [Amazon SageMaker Notebook](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#amazon-sagemaker-notebook)\n",
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" - [Amazon SageMaker Notebook Lifecycle](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#amazon-sagemaker-notebook-lifecycle)\n",
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" - [EMR Cluster](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#emr-cluster)\n",
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" - [From source](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/install.html#from-source)\n",
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"Some good practices for most of the above methods are:\n",
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tutorials/007 - Redshift, MySQL, PostgreSQL, SQL Server.ipynb

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"[Wrangler](https://github.com/awslabs/aws-data-wrangler)'s Redshift, MySQL and PostgreSQL have two basic function in common that tries to follow the Pandas conventions, but add more data type consistency.\n",
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"- [wr.redshift.to_sql()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.redshift.to_sql.html)\n",
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"- [wr.redshift.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.redshift.read_sql_query.html)\n",
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"- [wr.mysql.to_sql()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.mysql.to_sql.html)\n",
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"- [wr.mysql.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.mysql.read_sql_query.html)\n",
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"- [wr.postgresql.to_sql()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.postgresql.to_sql.html)\n",
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"- [wr.postgresql.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.postgresql.read_sql_query.html)\n",
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"- [wr.sqlserver.to_sql()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.sqlserver.to_sql.html)\n",
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"- [wr.sqlserver.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.sqlserver.read_sql_query.html)"
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"- [wr.redshift.to_sql()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.redshift.to_sql.html)\n",
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"- [wr.redshift.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.redshift.read_sql_query.html)\n",
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"- [wr.mysql.to_sql()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.mysql.to_sql.html)\n",
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"- [wr.mysql.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.mysql.read_sql_query.html)\n",
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"- [wr.postgresql.to_sql()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.postgresql.to_sql.html)\n",
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"- [wr.postgresql.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.postgresql.read_sql_query.html)\n",
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"- [wr.sqlserver.to_sql()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.sqlserver.to_sql.html)\n",
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"- [wr.sqlserver.read_sql_query()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.sqlserver.read_sql_query.html)"
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"- [wr.redshift.connect()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.redshift.connect.html)\n",
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"- [wr.mysql.connect()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.mysql.connect.html)\n",
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"- [wr.postgresql.connect()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.postgresql.connect.html)\n",
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"- [wr.sqlserver.connect()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.sqlserver.connect.html)"
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"- [wr.redshift.connect()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.redshift.connect.html)\n",
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"- [wr.mysql.connect()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.mysql.connect.html)\n",
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"- [wr.postgresql.connect()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.postgresql.connect.html)\n",
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"- [wr.sqlserver.connect()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.sqlserver.connect.html)"
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tutorials/014 - Schema Evolution.ipynb

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"- [wr.s3.to_parquet()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet)\n",
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"- [wr.s3.store_parquet_metadata()](https://aws-data-wrangler.readthedocs.io/en/stable/stubs/awswrangler.s3.store_parquet_metadata.html#awswrangler.s3.store_parquet_metadata) i.e. \"Crawler\""
13+
"- [wr.s3.to_parquet()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet)\n",
14+
"- [wr.s3.store_parquet_metadata()](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/stubs/awswrangler.s3.store_parquet_metadata.html#awswrangler.s3.store_parquet_metadata) i.e. \"Crawler\""
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]
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{

tutorials/021 - Global Configurations.ipynb

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"- **Environment variables**\n",
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"- **wr.config**\n",
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"\n",
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/stable/api.html) to see if your function has some argument that can be configured through Global configurations.*\n",
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html) to see if your function has some argument that can be configured through Global configurations.*\n",
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"\n",
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"*P.P.S. One exception to the above mentioned rules is the `botocore_config` property. It cannot be set through environment variables\n",
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"but only via `wr.config`. It will be used as the `botocore.config.Config` for all underlying `boto3` calls.\n",

tutorials/022 - Writing Partitions Concurrently.ipynb

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" If True will increase the parallelism level during the partitions writing. It will decrease the\n",
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" writing time and increase the memory usage.\n",
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"\n",
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/stable/api.html) to see it has some argument that can be configured through Global configurations.*"
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html) to see it has some argument that can be configured through Global configurations.*"
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tutorials/023 - Flexible Partitions Filter.ipynb

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" - Ignored if `dataset=False`.\n",
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" \n",
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"\n",
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/stable/api.html) to see it has some argument that can be configured through Global configurations.*"
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"*P.S. Check the [function API doc](https://aws-data-wrangler.readthedocs.io/en/2.4.0-docs/api.html) to see it has some argument that can be configured through Global configurations.*"
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