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2 changes: 1 addition & 1 deletion .bumpversion.toml
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@@ -1,5 +1,5 @@
[tool.bumpversion]
current_version = "3.8.0"
current_version = "3.9.0"
commit = false
tag = false
tag_name = "{new_version}"
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80 changes: 40 additions & 40 deletions README.md
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Expand Up @@ -94,27 +94,27 @@ FROM "sampleDB"."sampleTable" ORDER BY time DESC LIMIT 3
## At scale
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.

Read our [docs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html) or head to our latest [tutorials](https://github.com/aws/aws-sdk-pandas/tree/main/tutorials) to learn more.
Read our [docs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/scale.html) or head to our latest [tutorials](https://github.com/aws/aws-sdk-pandas/tree/main/tutorials) to learn more.

> ⚠️ **Ray is currently not available for Python 3.12. While AWS SDK for pandas supports Python 3.12, it cannot be used at scale.**
## [Read The Docs](https://aws-sdk-pandas.readthedocs.io/)

- [**What is AWS SDK for pandas?**](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/about.html)
- [**Install**](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html)
- [PyPi (pip)](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#pypi-pip)
- [Conda](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#conda)
- [AWS Lambda Layer](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-lambda-layer)
- [AWS Glue Python Shell Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-glue-python-shell-jobs)
- [AWS Glue PySpark Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-glue-pyspark-jobs)
- [Amazon SageMaker Notebook](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#amazon-sagemaker-notebook)
- [Amazon SageMaker Notebook Lifecycle](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#amazon-sagemaker-notebook-lifecycle)
- [EMR](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#emr)
- [From source](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#from-source)
- [**At scale**](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html)
- [Getting Started](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html#getting-started)
- [Supported APIs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html#supported-apis)
- [Resources](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html#resources)
- [**What is AWS SDK for pandas?**](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/about.html)
- [**Install**](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html)
- [PyPi (pip)](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#pypi-pip)
- [Conda](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#conda)
- [AWS Lambda Layer](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-lambda-layer)
- [AWS Glue Python Shell Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-glue-python-shell-jobs)
- [AWS Glue PySpark Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-glue-pyspark-jobs)
- [Amazon SageMaker Notebook](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#amazon-sagemaker-notebook)
- [Amazon SageMaker Notebook Lifecycle](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#amazon-sagemaker-notebook-lifecycle)
- [EMR](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#emr)
- [From source](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#from-source)
- [**At scale**](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/scale.html)
- [Getting Started](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/scale.html#getting-started)
- [Supported APIs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/scale.html#supported-apis)
- [Resources](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/scale.html#resources)
- [**Tutorials**](https://github.com/aws/aws-sdk-pandas/tree/main/tutorials)
- [001 - Introduction](https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/001%20-%20Introduction.ipynb)
- [002 - Sessions](https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/002%20-%20Sessions.ipynb)
Expand Down Expand Up @@ -155,30 +155,30 @@ Read our [docs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/scale.html) or he
- [039 - Athena Iceberg](https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/039%20-%20Athena%20Iceberg.ipynb)
- [040 - EMR Serverless](https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/040%20-%20EMR%20Serverless.ipynb)
- [041 - Apache Spark on Amazon Athena](https://github.com/aws/aws-sdk-pandas/blob/main/tutorials/041%20-%20Apache%20Spark%20on%20Amazon%20Athena.ipynb)
- [**API Reference**](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html)
- [Amazon S3](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-s3)
- [AWS Glue Catalog](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#aws-glue-catalog)
- [Amazon Athena](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-athena)
- [Amazon Redshift](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-redshift)
- [PostgreSQL](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#postgresql)
- [MySQL](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#mysql)
- [SQL Server](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#sqlserver)
- [Oracle](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#oracle)
- [Data API Redshift](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#data-api-redshift)
- [Data API RDS](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#data-api-rds)
- [OpenSearch](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#opensearch)
- [AWS Glue Data Quality](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#aws-glue-data-quality)
- [Amazon Neptune](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-neptune)
- [DynamoDB](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#dynamodb)
- [Amazon Timestream](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-timestream)
- [Amazon EMR](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-emr)
- [Amazon CloudWatch Logs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-cloudwatch-logs)
- [Amazon Chime](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-chime)
- [Amazon QuickSight](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#amazon-quicksight)
- [AWS STS](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#aws-sts)
- [AWS Secrets Manager](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#aws-secrets-manager)
- [Global Configurations](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#global-configurations)
- [Distributed - Ray](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html#distributed-ray)
- [**API Reference**](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html)
- [Amazon S3](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-s3)
- [AWS Glue Catalog](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#aws-glue-catalog)
- [Amazon Athena](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-athena)
- [Amazon Redshift](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-redshift)
- [PostgreSQL](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#postgresql)
- [MySQL](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#mysql)
- [SQL Server](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#sqlserver)
- [Oracle](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#oracle)
- [Data API Redshift](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#data-api-redshift)
- [Data API RDS](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#data-api-rds)
- [OpenSearch](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#opensearch)
- [AWS Glue Data Quality](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#aws-glue-data-quality)
- [Amazon Neptune](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-neptune)
- [DynamoDB](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#dynamodb)
- [Amazon Timestream](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-timestream)
- [Amazon EMR](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-emr)
- [Amazon CloudWatch Logs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-cloudwatch-logs)
- [Amazon Chime](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-chime)
- [Amazon QuickSight](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#amazon-quicksight)
- [AWS STS](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#aws-sts)
- [AWS Secrets Manager](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#aws-secrets-manager)
- [Global Configurations](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#global-configurations)
- [Distributed - Ray](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html#distributed-ray)
- [**License**](https://github.com/aws/aws-sdk-pandas/blob/main/LICENSE.txt)
- [**Contributing**](https://github.com/aws/aws-sdk-pandas/blob/main/CONTRIBUTING.md)

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2 changes: 1 addition & 1 deletion VERSION
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@@ -1 +1 @@
3.8.0
3.9.0
2 changes: 1 addition & 1 deletion awswrangler/__metadata__.py
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Expand Up @@ -7,5 +7,5 @@

__title__: str = "awswrangler"
__description__: str = "Pandas on AWS."
__version__: str = "3.8.0"
__version__: str = "3.9.0"
__license__: str = "Apache License 2.0"
2 changes: 1 addition & 1 deletion awswrangler/_utils.py
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Expand Up @@ -856,7 +856,7 @@ def split_pandas_frame(df: pd.DataFrame, splits: int) -> list[pd.DataFrame]:
total = len(df)
each_section, extras = divmod(total, splits)
section_sizes = [0] + extras * [each_section + 1] + (splits - extras) * [each_section]
div_points = _nx.array(section_sizes, dtype=_nx.intp).cumsum()
div_points = _nx.array(section_sizes, dtype=_nx.intp).cumsum() # type: ignore[attr-defined]

sub_dfs = []
for i in range(splits):
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16 changes: 8 additions & 8 deletions awswrangler/athena/_read.py
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Expand Up @@ -794,11 +794,11 @@ def read_sql_query(
**Related tutorial:**
- `Amazon Athena <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Amazon Athena <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/006%20-%20Amazon%20Athena.html>`_
- `Athena Cache <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Athena Cache <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/019%20-%20Athena%20Cache.html>`_
- `Global Configurations <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Global Configurations <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/021%20-%20Global%20Configurations.html>`_
**There are three approaches available through ctas_approach and unload_approach parameters:**
Expand Down Expand Up @@ -862,7 +862,7 @@ def read_sql_query(
/athena.html#Athena.Client.get_query_execution>`_ .
For a practical example check out the
`related tutorial <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
`related tutorial <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/024%20-%20Athena%20Query%20Metadata.html>`_!
Expand Down Expand Up @@ -1139,11 +1139,11 @@ def read_sql_table(
**Related tutorial:**
- `Amazon Athena <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Amazon Athena <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/006%20-%20Amazon%20Athena.html>`_
- `Athena Cache <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Athena Cache <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/019%20-%20Athena%20Cache.html>`_
- `Global Configurations <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
- `Global Configurations <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/021%20-%20Global%20Configurations.html>`_
**There are three approaches available through ctas_approach and unload_approach parameters:**
Expand Down Expand Up @@ -1207,7 +1207,7 @@ def read_sql_table(
/athena.html#Athena.Client.get_query_execution>`_ .
For a practical example check out the
`related tutorial <https://aws-sdk-pandas.readthedocs.io/en/3.8.0/
`related tutorial <https://aws-sdk-pandas.readthedocs.io/en/3.9.0/
tutorials/024%20-%20Athena%20Query%20Metadata.html>`_!
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4 changes: 2 additions & 2 deletions awswrangler/catalog/_create.py
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Expand Up @@ -1115,7 +1115,7 @@ def create_csv_table(
If True allows schema evolution (new or missing columns), otherwise a exception will be raised.
(Only considered if dataset=True and mode in ("append", "overwrite_partitions"))
Related tutorial:
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/014%20-%20Schema%20Evolution.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/014%20-%20Schema%20Evolution.html
sep : str
String of length 1. Field delimiter for the output file.
skip_header_line_count : Optional[int]
Expand Down Expand Up @@ -1300,7 +1300,7 @@ def create_json_table(
If True allows schema evolution (new or missing columns), otherwise a exception will be raised.
(Only considered if dataset=True and mode in ("append", "overwrite_partitions"))
Related tutorial:
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/014%20-%20Schema%20Evolution.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/014%20-%20Schema%20Evolution.html
serde_library : Optional[str]
Specifies the SerDe Serialization library which will be used. You need to provide the Class library name
as a string.
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4 changes: 2 additions & 2 deletions awswrangler/s3/_read_orc.py
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Expand Up @@ -225,7 +225,7 @@ def read_orc(
must return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
columns : List[str], optional
List of columns to read from the file(s).
validate_schema : bool, default False
Expand Down Expand Up @@ -385,7 +385,7 @@ def read_orc_table(
must return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
columns : List[str], optional
List of columns to read from the file(s).
validate_schema : bool, default False
Expand Down
4 changes: 2 additions & 2 deletions awswrangler/s3/_read_parquet.py
Original file line number Diff line number Diff line change
Expand Up @@ -398,7 +398,7 @@ def read_parquet(
must return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
columns : List[str], optional
List of columns to read from the file(s).
validate_schema : bool, default False
Expand Down Expand Up @@ -640,7 +640,7 @@ def read_parquet_table(
must return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
columns : List[str], optional
List of columns to read from the file(s).
validate_schema : bool, default False
Expand Down
6 changes: 3 additions & 3 deletions awswrangler/s3/_read_text.py
Original file line number Diff line number Diff line change
Expand Up @@ -236,7 +236,7 @@ def read_csv(
This function MUST return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
s3_additional_kwargs: dict[str, Any], optional
Forwarded to botocore requests.
ray_args: typing.RaySettings, optional
Expand Down Expand Up @@ -398,7 +398,7 @@ def read_fwf(
This function MUST return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
s3_additional_kwargs: dict[str, Any], optional
Forwarded to botocore requests.
ray_args: typing.RaySettings, optional
Expand Down Expand Up @@ -567,7 +567,7 @@ def read_json(
This function MUST return a bool, True to read the partition or False to ignore it.
Ignored if `dataset=False`.
E.g ``lambda x: True if x["year"] == "2020" and x["month"] == "1" else False``
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
s3_additional_kwargs: dict[str, Any], optional
Forwarded to botocore requests.
ray_args: typing.RaySettings, optional
Expand Down
2 changes: 1 addition & 1 deletion awswrangler/s3/_write_dataset.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,7 +28,7 @@ def _get_bucketing_series(df: pd.DataFrame, bucketing_info: typing.BucketingInfo
axis="columns",
)
)
return bucket_number_series.astype(np.array([pd.CategoricalDtype(range(bucketing_info[1]))]))
return bucket_number_series.astype(pd.CategoricalDtype(range(bucketing_info[1])))


def _simulate_overflow(value: int, bits: int = 31, signed: bool = False) -> int:
Expand Down
4 changes: 2 additions & 2 deletions awswrangler/s3/_write_orc.py
Original file line number Diff line number Diff line change
Expand Up @@ -407,7 +407,7 @@ def to_orc(
concurrent_partitioning: bool
If True will increase the parallelism level during the partitions writing. It will decrease the
writing time and increase the memory usage.
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/022%20-%20Writing%20Partitions%20Concurrently.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/022%20-%20Writing%20Partitions%20Concurrently.html
mode: str, optional
``append`` (Default), ``overwrite``, ``overwrite_partitions``. Only takes effect if dataset=True.
catalog_versioning : bool
Expand All @@ -416,7 +416,7 @@ def to_orc(
If True allows schema evolution (new or missing columns), otherwise a exception will be raised. True by default.
(Only considered if dataset=True and mode in ("append", "overwrite_partitions"))
Related tutorial:
https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/014%20-%20Schema%20Evolution.html
https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/014%20-%20Schema%20Evolution.html
database : str, optional
Glue/Athena catalog: Database name.
table : str, optional
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