diff --git a/.bumpversion.toml b/.bumpversion.toml
index 19ae23f7a..147659b84 100644
--- a/.bumpversion.toml
+++ b/.bumpversion.toml
@@ -1,5 +1,5 @@
 [tool.bumpversion]
-current_version = "3.8.0"
+current_version = "3.9.0"
 commit = false
 tag = false
 tag_name = "{new_version}"
diff --git a/README.md b/README.md
index 6b6cabbce..b59084ab1 100644
--- a/README.md
+++ b/README.md
@@ -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)
@@ -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)
 
diff --git a/VERSION b/VERSION
index 0be1fc7d2..b72ad011f 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-3.8.0
\ No newline at end of file
+3.9.0
\ No newline at end of file
diff --git a/awswrangler/__metadata__.py b/awswrangler/__metadata__.py
index 05e75de39..7d7639c69 100644
--- a/awswrangler/__metadata__.py
+++ b/awswrangler/__metadata__.py
@@ -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"
diff --git a/awswrangler/_utils.py b/awswrangler/_utils.py
index 31bb5f989..a4d50ed93 100644
--- a/awswrangler/_utils.py
+++ b/awswrangler/_utils.py
@@ -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):
diff --git a/awswrangler/athena/_read.py b/awswrangler/athena/_read.py
index 996ed8705..10fe2e43a 100644
--- a/awswrangler/athena/_read.py
+++ b/awswrangler/athena/_read.py
@@ -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:**
@@ -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>`_!
 
 
@@ -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:**
@@ -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>`_!
 
 
diff --git a/awswrangler/catalog/_create.py b/awswrangler/catalog/_create.py
index aa0f7779a..080438a5c 100644
--- a/awswrangler/catalog/_create.py
+++ b/awswrangler/catalog/_create.py
@@ -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]
@@ -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.
diff --git a/awswrangler/s3/_read_orc.py b/awswrangler/s3/_read_orc.py
index 315fe95b6..ecb66ee69 100644
--- a/awswrangler/s3/_read_orc.py
+++ b/awswrangler/s3/_read_orc.py
@@ -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
@@ -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
diff --git a/awswrangler/s3/_read_parquet.py b/awswrangler/s3/_read_parquet.py
index 9d892216e..c5e53ca33 100644
--- a/awswrangler/s3/_read_parquet.py
+++ b/awswrangler/s3/_read_parquet.py
@@ -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
@@ -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
diff --git a/awswrangler/s3/_read_text.py b/awswrangler/s3/_read_text.py
index 984c20537..27a388f25 100644
--- a/awswrangler/s3/_read_text.py
+++ b/awswrangler/s3/_read_text.py
@@ -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
@@ -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
@@ -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
diff --git a/awswrangler/s3/_write_dataset.py b/awswrangler/s3/_write_dataset.py
index c6d78a90a..5cfb31713 100644
--- a/awswrangler/s3/_write_dataset.py
+++ b/awswrangler/s3/_write_dataset.py
@@ -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:
diff --git a/awswrangler/s3/_write_orc.py b/awswrangler/s3/_write_orc.py
index af23a1725..f639e30fe 100644
--- a/awswrangler/s3/_write_orc.py
+++ b/awswrangler/s3/_write_orc.py
@@ -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
@@ -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
diff --git a/awswrangler/s3/_write_parquet.py b/awswrangler/s3/_write_parquet.py
index 4b4500051..b31d424a6 100644
--- a/awswrangler/s3/_write_parquet.py
+++ b/awswrangler/s3/_write_parquet.py
@@ -435,18 +435,18 @@ def to_parquet(
     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.
         For details check the related tutorial:
-        https://aws-sdk-pandas.readthedocs.io/en/3.8.0/tutorials/004%20-%20Parquet%20Datasets.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.9.0/tutorials/004%20-%20Parquet%20Datasets.html
     catalog_versioning : bool
         If True and `mode="overwrite"`, creates an archived version of the table catalog before updating it.
     schema_evolution : bool
         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
diff --git a/awswrangler/s3/_write_text.py b/awswrangler/s3/_write_text.py
index 86997be9b..f9361940a 100644
--- a/awswrangler/s3/_write_text.py
+++ b/awswrangler/s3/_write_text.py
@@ -171,18 +171,18 @@ def to_csv(  # noqa: PLR0912,PLR0915
     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.
         For details check the related tutorial:
-        https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
+        https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
     catalog_versioning : bool
         If True and `mode="overwrite"`, creates an archived version of the table catalog before updating it.
     schema_evolution : bool
         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")). False by default.
         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
@@ -719,18 +719,18 @@ def to_json(  # noqa: PLR0912,PLR0915
     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.
         For details check the related tutorial:
-        https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
+        https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet
     catalog_versioning : bool
         If True and `mode="overwrite"`, creates an archived version of the table catalog before updating it.
     schema_evolution : bool
         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
     database : str, optional
         Glue/Athena catalog: Database name.
     table : str, optional
diff --git a/building/lambda/build-lambda-layer.sh b/building/lambda/build-lambda-layer.sh
index e5ed0ff61..f46f78bcb 100755
--- a/building/lambda/build-lambda-layer.sh
+++ b/building/lambda/build-lambda-layer.sh
@@ -16,7 +16,7 @@ export CMAKE_PREFIX_PATH=$ARROW_HOME:$CMAKE_PREFIX_PATH
 
 git clone \
   --depth 1 \
-  --branch apache-arrow-14.0.1 \
+  --branch apache-arrow-16.1.0 \
   --single-branch \
   https://github.com/apache/arrow.git
 
diff --git a/docs/source/install.rst b/docs/source/install.rst
index 22c71c745..7d8c896f7 100644
--- a/docs/source/install.rst
+++ b/docs/source/install.rst
@@ -205,7 +205,7 @@ Go to your Glue PySpark job and create a new *Job parameters* key/value:
 
 To install a specific version, set the value for the above Job parameter as follows:
 
-* Value: ``pyarrow==7,pandas==1.5.3,awswrangler==3.8.0``
+* Value: ``pyarrow==7,pandas==1.5.3,awswrangler==3.9.0``
 
 `Official Glue PySpark Reference <https://docs.aws.amazon.com/glue/latest/dg/reduced-start-times-spark-etl-jobs.html#reduced-start-times-new-features>`_
 
diff --git a/docs/source/layers.rst b/docs/source/layers.rst
index debb2c2b3..9f4e76d6d 100644
--- a/docs/source/layers.rst
+++ b/docs/source/layers.rst
@@ -2,585 +2,585 @@
 AWS Lambda Managed Layers
 ==========================
 
-Version 3.8.0
+Version 3.9.0
 ^^^^^^^^^^^^^^
 
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
 | AWS Region     | Python | Arch  | Layer Arn                                                                         |
 +================+========+=======+===================================================================================+
-| af-south-1     | 3.10   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python310:16            |
+| af-south-1     | 3.10   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python310:19            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.10   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16      |
+| af-south-1     | 3.10   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.11   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python311:13            |
+| af-south-1     | 3.11   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python311:16            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.11   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13      |
+| af-south-1     | 3.11   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.12   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python312:9             |
+| af-south-1     | 3.12   | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.12   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9       |
+| af-south-1     | 3.12   | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.8    | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python38:21             |
+| af-south-1     | 3.8    | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python38:24             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.8    | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21       |
+| af-south-1     | 3.8    | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.9    | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python39:21             |
+| af-south-1     | 3.9    | x86_64| arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python39:24             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| af-south-1     | 3.9    | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21       |
+| af-south-1     | 3.9    | arm64 | arn:aws:lambda:af-south-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python310:16        |
+| ap-northeast-1 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16  |
+| ap-northeast-1 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python311:13        |
+| ap-northeast-1 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python311:16        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13  |
+| ap-northeast-1 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python312:9         |
+| ap-northeast-1 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-northeast-1 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python38:21         |
+| ap-northeast-1 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python38:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21   |
+| ap-northeast-1 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python39:21         |
+| ap-northeast-1 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python39:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-1 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21   |
+| ap-northeast-1 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python310:16        |
+| ap-northeast-2 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:16  |
+| ap-northeast-2 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:19  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python311:13        |
+| ap-northeast-2 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python311:16        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:13  |
+| ap-northeast-2 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:16  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python312:9         |
+| ap-northeast-2 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-northeast-2 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python38:23         |
+| ap-northeast-2 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python38:26         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:17   |
+| ap-northeast-2 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:20   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python39:23         |
+| ap-northeast-2 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python39:26         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-2 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:17   |
+| ap-northeast-2 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:20   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python310:16        |
+| ap-northeast-3 | 3.10   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python310-Arm64:16  |
+| ap-northeast-3 | 3.10   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python310-Arm64:19  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python311:13        |
+| ap-northeast-3 | 3.11   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python311:16        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python311-Arm64:13  |
+| ap-northeast-3 | 3.11   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python311-Arm64:16  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python312:9         |
+| ap-northeast-3 | 3.12   | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-northeast-3 | 3.12   | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python38:23         |
+| ap-northeast-3 | 3.8    | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python38:26         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python38-Arm64:17   |
+| ap-northeast-3 | 3.8    | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python38-Arm64:20   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python39:23         |
+| ap-northeast-3 | 3.9    | x86_64| arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python39:26         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-northeast-3 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python39-Arm64:17   |
+| ap-northeast-3 | 3.9    | arm64 | arn:aws:lambda:ap-northeast-3:336392948345:layer:AWSSDKPandas-Python39-Arm64:20   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.10   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python310:16            |
+| ap-south-1     | 3.10   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python310:19            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.10   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16      |
+| ap-south-1     | 3.10   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.11   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python311:13            |
+| ap-south-1     | 3.11   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python311:16            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.11   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13      |
+| ap-south-1     | 3.11   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.12   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python312:9             |
+| ap-south-1     | 3.12   | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.12   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9       |
+| ap-south-1     | 3.12   | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.8    | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python38:21             |
+| ap-south-1     | 3.8    | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python38:24             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.8    | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21       |
+| ap-south-1     | 3.8    | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.9    | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python39:21             |
+| ap-south-1     | 3.9    | x86_64| arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python39:24             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-1     | 3.9    | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21       |
+| ap-south-1     | 3.9    | arm64 | arn:aws:lambda:ap-south-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python310:16        |
+| ap-southeast-1 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16  |
+| ap-southeast-1 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python311:13        |
+| ap-southeast-1 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python311:16        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13  |
+| ap-southeast-1 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python312:9         |
+| ap-southeast-1 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-southeast-1 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python38:21         |
+| ap-southeast-1 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python38:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21   |
+| ap-southeast-1 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python39:21         |
+| ap-southeast-1 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python39:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-1 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21   |
+| ap-southeast-1 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python310:16        |
+| ap-southeast-2 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:16  |
+| ap-southeast-2 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:19  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python311:13        |
+| ap-southeast-2 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python311:16        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:13  |
+| ap-southeast-2 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:16  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python312:9         |
+| ap-southeast-2 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-southeast-2 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python38:21         |
+| ap-southeast-2 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python38:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:21   |
+| ap-southeast-2 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python39:21         |
+| ap-southeast-2 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python39:24         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-2 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:21   |
+| ap-southeast-2 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:24   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.10   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python310:16          |
+| ca-central-1   | 3.10   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python310:19          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.10   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16    |
+| ca-central-1   | 3.10   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.11   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python311:13          |
+| ca-central-1   | 3.11   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python311:16          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.11   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13    |
+| ca-central-1   | 3.11   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.12   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python312:9           |
+| ca-central-1   | 3.12   | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python312:12          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.12   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9     |
+| ca-central-1   | 3.12   | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.8    | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python38:23           |
+| ca-central-1   | 3.8    | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python38:26           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.8    | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:17     |
+| ca-central-1   | 3.8    | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:20     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.9    | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python39:23           |
+| ca-central-1   | 3.9    | x86_64| arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python39:26           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ca-central-1   | 3.9    | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:17     |
+| ca-central-1   | 3.9    | arm64 | arn:aws:lambda:ca-central-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:20     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.10   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python310:16          |
+| eu-central-1   | 3.10   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python310:19          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.10   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16    |
+| eu-central-1   | 3.10   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.11   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python311:13          |
+| eu-central-1   | 3.11   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python311:16          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.11   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13    |
+| eu-central-1   | 3.11   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.12   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python312:9           |
+| eu-central-1   | 3.12   | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python312:12          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.12   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9     |
+| eu-central-1   | 3.12   | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.8    | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python38:21           |
+| eu-central-1   | 3.8    | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python38:24           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.8    | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21     |
+| eu-central-1   | 3.8    | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.9    | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python39:21           |
+| eu-central-1   | 3.9    | x86_64| arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python39:24           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-1   | 3.9    | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21     |
+| eu-central-1   | 3.9    | arm64 | arn:aws:lambda:eu-central-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.10   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python310:16            |
+| eu-north-1     | 3.10   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python310:19            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.10   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16      |
+| eu-north-1     | 3.10   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.11   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python311:13            |
+| eu-north-1     | 3.11   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python311:16            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.11   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13      |
+| eu-north-1     | 3.11   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.12   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python312:9             |
+| eu-north-1     | 3.12   | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.12   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9       |
+| eu-north-1     | 3.12   | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.8    | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python38:23             |
+| eu-north-1     | 3.8    | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python38:26             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.8    | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:17       |
+| eu-north-1     | 3.8    | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:20       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.9    | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python39:23             |
+| eu-north-1     | 3.9    | x86_64| arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python39:26             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-north-1     | 3.9    | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:17       |
+| eu-north-1     | 3.9    | arm64 | arn:aws:lambda:eu-north-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:20       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.10   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python310:16             |
+| eu-west-1      | 3.10   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.10   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| eu-west-1      | 3.10   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.11   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python311:13             |
+| eu-west-1      | 3.11   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.11   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| eu-west-1      | 3.11   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.12   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python312:9              |
+| eu-west-1      | 3.12   | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.12   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| eu-west-1      | 3.12   | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.8    | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python38:21              |
+| eu-west-1      | 3.8    | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python38:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.8    | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:22        |
+| eu-west-1      | 3.8    | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:25        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.9    | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python39:21              |
+| eu-west-1      | 3.9    | x86_64| arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python39:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-1      | 3.9    | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21        |
+| eu-west-1      | 3.9    | arm64 | arn:aws:lambda:eu-west-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.10   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python310:16             |
+| eu-west-2      | 3.10   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.10   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| eu-west-2      | 3.10   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.11   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python311:13             |
+| eu-west-2      | 3.11   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.11   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| eu-west-2      | 3.11   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.12   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python312:9              |
+| eu-west-2      | 3.12   | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.12   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| eu-west-2      | 3.12   | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.8    | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python38:21              |
+| eu-west-2      | 3.8    | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python38:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.8    | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:21        |
+| eu-west-2      | 3.8    | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.9    | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python39:21              |
+| eu-west-2      | 3.9    | x86_64| arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python39:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-2      | 3.9    | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:21        |
+| eu-west-2      | 3.9    | arm64 | arn:aws:lambda:eu-west-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.10   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python310:16             |
+| eu-west-3      | 3.10   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.10   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| eu-west-3      | 3.10   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.11   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python311:13             |
+| eu-west-3      | 3.11   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.11   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| eu-west-3      | 3.11   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.12   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python312:9              |
+| eu-west-3      | 3.12   | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.12   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| eu-west-3      | 3.12   | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.8    | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python38:23              |
+| eu-west-3      | 3.8    | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python38:26              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.8    | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python38-Arm64:17        |
+| eu-west-3      | 3.8    | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python38-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.9    | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python39:23              |
+| eu-west-3      | 3.9    | x86_64| arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python39:26              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-west-3      | 3.9    | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python39-Arm64:17        |
+| eu-west-3      | 3.9    | arm64 | arn:aws:lambda:eu-west-3:336392948345:layer:AWSSDKPandas-Python39-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.10   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python310:16             |
+| sa-east-1      | 3.10   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.10   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| sa-east-1      | 3.10   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.11   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python311:13             |
+| sa-east-1      | 3.11   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.11   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| sa-east-1      | 3.11   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.12   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python312:9              |
+| sa-east-1      | 3.12   | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.12   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| sa-east-1      | 3.12   | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.8    | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python38:23              |
+| sa-east-1      | 3.8    | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python38:26              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.8    | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:17        |
+| sa-east-1      | 3.8    | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.9    | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python39:23              |
+| sa-east-1      | 3.9    | x86_64| arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python39:26              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| sa-east-1      | 3.9    | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:17        |
+| sa-east-1      | 3.9    | arm64 | arn:aws:lambda:sa-east-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.10   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python310:16             |
+| us-east-1      | 3.10   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.10   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| us-east-1      | 3.10   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.11   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python311:13             |
+| us-east-1      | 3.11   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.11   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| us-east-1      | 3.11   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.12   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python312:9              |
+| us-east-1      | 3.12   | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.12   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| us-east-1      | 3.12   | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.8    | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python38:21              |
+| us-east-1      | 3.8    | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python38:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.8    | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:21        |
+| us-east-1      | 3.8    | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.9    | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python39:21              |
+| us-east-1      | 3.9    | x86_64| arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python39:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-1      | 3.9    | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:21        |
+| us-east-1      | 3.9    | arm64 | arn:aws:lambda:us-east-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.10   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python310:16             |
+| us-east-2      | 3.10   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.10   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| us-east-2      | 3.10   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.11   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python311:13             |
+| us-east-2      | 3.11   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.11   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| us-east-2      | 3.11   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.12   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python312:9              |
+| us-east-2      | 3.12   | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.12   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| us-east-2      | 3.12   | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.8    | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python38:21              |
+| us-east-2      | 3.8    | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python38:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.8    | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:21        |
+| us-east-2      | 3.8    | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.9    | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python39:21              |
+| us-east-2      | 3.9    | x86_64| arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python39:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-east-2      | 3.9    | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:21        |
+| us-east-2      | 3.9    | arm64 | arn:aws:lambda:us-east-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.10   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python310:16             |
+| us-west-1      | 3.10   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.10   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| us-west-1      | 3.10   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.11   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python311:13             |
+| us-west-1      | 3.11   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.11   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| us-west-1      | 3.11   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.12   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python312:9              |
+| us-west-1      | 3.12   | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.12   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| us-west-1      | 3.12   | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.8    | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python38:24              |
+| us-west-1      | 3.8    | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python38:27              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.8    | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:17        |
+| us-west-1      | 3.8    | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python38-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.9    | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python39:23              |
+| us-west-1      | 3.9    | x86_64| arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python39:26              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-1      | 3.9    | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:17        |
+| us-west-1      | 3.9    | arm64 | arn:aws:lambda:us-west-1:336392948345:layer:AWSSDKPandas-Python39-Arm64:20        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.10   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python310:16             |
+| us-west-2      | 3.10   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.10   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:16       |
+| us-west-2      | 3.10   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python310-Arm64:19       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.11   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python311:13             |
+| us-west-2      | 3.11   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python311:16             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.11   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:13       |
+| us-west-2      | 3.11   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python311-Arm64:16       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.12   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python312:9              |
+| us-west-2      | 3.12   | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.12   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:9        |
+| us-west-2      | 3.12   | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.8    | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python38:22              |
+| us-west-2      | 3.8    | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python38:25              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.8    | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:21        |
+| us-west-2      | 3.8    | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python38-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.9    | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python39:21              |
+| us-west-2      | 3.9    | x86_64| arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python39:24              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| us-west-2      | 3.9    | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:21        |
+| us-west-2      | 3.9    | arm64 | arn:aws:lambda:us-west-2:336392948345:layer:AWSSDKPandas-Python39-Arm64:24        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.10   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python310:16             |
+| ap-east-1      | 3.10   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python310:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.10   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python310-Arm64:12       |
+| ap-east-1      | 3.10   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python310-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.11   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python311:15             |
+| ap-east-1      | 3.11   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python311:18             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.11   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python311-Arm64:12       |
+| ap-east-1      | 3.11   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python311-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.12   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python312:9              |
+| ap-east-1      | 3.12   | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python312:12             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.12   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python312-Arm64:9        |
+| ap-east-1      | 3.12   | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python312-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.8    | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python38:16              |
+| ap-east-1      | 3.8    | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python38:19              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.8    | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python38-Arm64:12        |
+| ap-east-1      | 3.8    | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python38-Arm64:15        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.9    | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python39:16              |
+| ap-east-1      | 3.9    | x86_64| arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python39:19              |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-east-1      | 3.9    | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python39-Arm64:12        |
+| ap-east-1      | 3.9    | arm64 | arn:aws:lambda:ap-east-1:839552336658:layer:AWSSDKPandas-Python39-Arm64:15        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.10   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python310:19            |
+| ap-south-2     | 3.10   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python310:22            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.10   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python310-Arm64:9       |
+| ap-south-2     | 3.10   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python310-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.11   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python311:14            |
+| ap-south-2     | 3.11   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python311:17            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.11   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python311-Arm64:9       |
+| ap-south-2     | 3.11   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python311-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.12   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python312:9             |
+| ap-south-2     | 3.12   | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.12   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python312-Arm64:9       |
+| ap-south-2     | 3.12   | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.8    | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python38:19             |
+| ap-south-2     | 3.8    | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python38:22             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.8    | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python38-Arm64:9        |
+| ap-south-2     | 3.8    | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python38-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.9    | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python39:19             |
+| ap-south-2     | 3.9    | x86_64| arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python39:22             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-south-2     | 3.9    | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python39-Arm64:9        |
+| ap-south-2     | 3.9    | arm64 | arn:aws:lambda:ap-south-2:246107603503:layer:AWSSDKPandas-Python39-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python310:16        |
+| ap-southeast-3 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python310:19        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python310-Arm64:12  |
+| ap-southeast-3 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python310-Arm64:15  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python311:15        |
+| ap-southeast-3 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python311:18        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python311-Arm64:12  |
+| ap-southeast-3 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python311-Arm64:15  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python312:9         |
+| ap-southeast-3 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-southeast-3 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python38:16         |
+| ap-southeast-3 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python38:19         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python38-Arm64:12   |
+| ap-southeast-3 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python38-Arm64:15   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python39:16         |
+| ap-southeast-3 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python39:19         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-3 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python39-Arm64:12   |
+| ap-southeast-3 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-3:258944054355:layer:AWSSDKPandas-Python39-Arm64:15   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python310:15        |
+| ap-southeast-4 | 3.10   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python310:18        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python310-Arm64:9   |
+| ap-southeast-4 | 3.10   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python310-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python311:14        |
+| ap-southeast-4 | 3.11   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python311:17        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python311-Arm64:9   |
+| ap-southeast-4 | 3.11   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python311-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python312:9         |
+| ap-southeast-4 | 3.12   | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python312:12        |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python312-Arm64:9   |
+| ap-southeast-4 | 3.12   | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python312-Arm64:12  |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python38:15         |
+| ap-southeast-4 | 3.8    | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python38:18         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python38-Arm64:9    |
+| ap-southeast-4 | 3.8    | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python38-Arm64:12   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python39:15         |
+| ap-southeast-4 | 3.9    | x86_64| arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python39:18         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| ap-southeast-4 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python39-Arm64:9    |
+| ap-southeast-4 | 3.9    | arm64 | arn:aws:lambda:ap-southeast-4:945386623051:layer:AWSSDKPandas-Python39-Arm64:12   |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.10   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python310:15          |
+| eu-central-2   | 3.10   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python310:18          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.10   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python310-Arm64:9     |
+| eu-central-2   | 3.10   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python310-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.11   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python311:14          |
+| eu-central-2   | 3.11   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python311:17          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.11   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python311-Arm64:9     |
+| eu-central-2   | 3.11   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python311-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.12   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python312:9           |
+| eu-central-2   | 3.12   | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python312:12          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.12   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python312-Arm64:9     |
+| eu-central-2   | 3.12   | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python312-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.8    | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python38:15           |
+| eu-central-2   | 3.8    | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python38:18           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.8    | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python38-Arm64:9      |
+| eu-central-2   | 3.8    | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python38-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.9    | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python39:15           |
+| eu-central-2   | 3.9    | x86_64| arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python39:18           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-central-2   | 3.9    | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python39-Arm64:9      |
+| eu-central-2   | 3.9    | arm64 | arn:aws:lambda:eu-central-2:956415814219:layer:AWSSDKPandas-Python39-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.10   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python310:16            |
+| eu-south-1     | 3.10   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python310:19            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.10   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python310-Arm64:12      |
+| eu-south-1     | 3.10   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python310-Arm64:15      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.11   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python311:15            |
+| eu-south-1     | 3.11   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python311:18            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.11   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python311-Arm64:12      |
+| eu-south-1     | 3.11   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python311-Arm64:15      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.12   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python312:9             |
+| eu-south-1     | 3.12   | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.12   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python312-Arm64:9       |
+| eu-south-1     | 3.12   | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.8    | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python38:16             |
+| eu-south-1     | 3.8    | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python38:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.8    | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python38-Arm64:12       |
+| eu-south-1     | 3.8    | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python38-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.9    | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python39:16             |
+| eu-south-1     | 3.9    | x86_64| arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python39:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-1     | 3.9    | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python39-Arm64:12       |
+| eu-south-1     | 3.9    | arm64 | arn:aws:lambda:eu-south-1:774444163449:layer:AWSSDKPandas-Python39-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.10   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python310:15            |
+| eu-south-2     | 3.10   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python310:18            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.10   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python310-Arm64:9       |
+| eu-south-2     | 3.10   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python310-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.11   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python311:14            |
+| eu-south-2     | 3.11   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python311:17            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.11   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python311-Arm64:9       |
+| eu-south-2     | 3.11   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python311-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.12   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python312:9             |
+| eu-south-2     | 3.12   | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.12   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python312-Arm64:9       |
+| eu-south-2     | 3.12   | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.8    | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python38:15             |
+| eu-south-2     | 3.8    | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python38:18             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.8    | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python38-Arm64:9        |
+| eu-south-2     | 3.8    | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python38-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.9    | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python39:15             |
+| eu-south-2     | 3.9    | x86_64| arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python39:18             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| eu-south-2     | 3.9    | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python39-Arm64:9        |
+| eu-south-2     | 3.9    | arm64 | arn:aws:lambda:eu-south-2:982086096842:layer:AWSSDKPandas-Python39-Arm64:12       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.10   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python310:13          |
+| il-central-1   | 3.10   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python310:16          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.10   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python310-Arm64:9     |
+| il-central-1   | 3.10   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python310-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.11   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python311:13          |
+| il-central-1   | 3.11   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python311:16          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.11   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python311-Arm64:9     |
+| il-central-1   | 3.11   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python311-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.12   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python312:9           |
+| il-central-1   | 3.12   | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python312:12          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.12   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python312-Arm64:9     |
+| il-central-1   | 3.12   | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python312-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.8    | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python38:13           |
+| il-central-1   | 3.8    | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python38:16           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.8    | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python38-Arm64:9      |
+| il-central-1   | 3.8    | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python38-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.9    | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python39:13           |
+| il-central-1   | 3.9    | x86_64| arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python39:16           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| il-central-1   | 3.9    | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python39-Arm64:9      |
+| il-central-1   | 3.9    | arm64 | arn:aws:lambda:il-central-1:263840725265:layer:AWSSDKPandas-Python39-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.10   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python310:15          |
+| me-central-1   | 3.10   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python310:18          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.10   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python310-Arm64:9     |
+| me-central-1   | 3.10   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python310-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.11   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python311:13          |
+| me-central-1   | 3.11   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python311:16          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.11   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python311-Arm64:9     |
+| me-central-1   | 3.11   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python311-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.12   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python312:9           |
+| me-central-1   | 3.12   | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python312:12          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.12   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python312-Arm64:9     |
+| me-central-1   | 3.12   | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python312-Arm64:12    |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.8    | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python38:15           |
+| me-central-1   | 3.8    | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python38:18           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.8    | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python38-Arm64:9      |
+| me-central-1   | 3.8    | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python38-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.9    | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python39:15           |
+| me-central-1   | 3.9    | x86_64| arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python39:18           |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-central-1   | 3.9    | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python39-Arm64:9      |
+| me-central-1   | 3.9    | arm64 | arn:aws:lambda:me-central-1:593833071574:layer:AWSSDKPandas-Python39-Arm64:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.10   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python310:16            |
+| me-south-1     | 3.10   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python310:19            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.10   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python310-Arm64:12      |
+| me-south-1     | 3.10   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python310-Arm64:15      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.11   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python311:15            |
+| me-south-1     | 3.11   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python311:18            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.11   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python311-Arm64:12      |
+| me-south-1     | 3.11   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python311-Arm64:15      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.12   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python312:9             |
+| me-south-1     | 3.12   | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python312:12            |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.12   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python312-Arm64:9       |
+| me-south-1     | 3.12   | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python312-Arm64:12      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.8    | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python38:16             |
+| me-south-1     | 3.8    | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python38:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.8    | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python38-Arm64:12       |
+| me-south-1     | 3.8    | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python38-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.9    | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python39:16             |
+| me-south-1     | 3.9    | x86_64| arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python39:19             |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| me-south-1     | 3.9    | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python39-Arm64:12       |
+| me-south-1     | 3.9    | arm64 | arn:aws:lambda:me-south-1:938046470361:layer:AWSSDKPandas-Python39-Arm64:15       |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-north-1     | 3.10   | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python310:13         |
+| cn-north-1     | 3.10   | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python310:14         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-north-1     | 3.11   | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python311:11         |
+| cn-north-1     | 3.11   | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python311:12         |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-north-1     | 3.8    | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python38:14          |
+| cn-north-1     | 3.8    | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python38:15          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-north-1     | 3.9    | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python39:13          |
+| cn-north-1     | 3.9    | x86_64| arn:aws-cn:lambda:cn-north-1:406640652441:layer:AWSSDKPandas-Python39:14          |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-northwest-1 | 3.10   | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python310:12     |
+| cn-northwest-1 | 3.10   | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python310:13     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-northwest-1 | 3.11   | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python311:11     |
+| cn-northwest-1 | 3.11   | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python311:12     |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-northwest-1 | 3.8    | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python38:12      |
+| cn-northwest-1 | 3.8    | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python38:13      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
-| cn-northwest-1 | 3.9    | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python39:12      |
+| cn-northwest-1 | 3.9    | x86_64| arn:aws-cn:lambda:cn-northwest-1:406640652441:layer:AWSSDKPandas-Python39:13      |
 +----------------+--------+-------+-----------------------------------------------------------------------------------+
diff --git a/poetry.lock b/poetry.lock
index 786042e5d..6e53ea58d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aenum"
@@ -412,17 +412,17 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.136"
+version = "1.34.140"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.136-py3-none-any.whl", hash = "sha256:d41037e2c680ab8d6c61a0a4ee6bf1fdd9e857f43996672830a95d62d6f6fa79"},
-    {file = "boto3-1.34.136.tar.gz", hash = "sha256:0314e6598f59ee0f34eb4e6d1a0f69fa65c146d2b88a6e837a527a9956ec2731"},
+    {file = "boto3-1.34.140-py3-none-any.whl", hash = "sha256:23ca8d8f7a30c3bbd989808056b5fc5d68ff5121c02c722c6167b6b1bb7f8726"},
+    {file = "boto3-1.34.140.tar.gz", hash = "sha256:578bbd5e356005719b6b610d03edff7ea1b0824d078afe62d3fb8bea72f83a87"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.136,<1.35.0"
+botocore = ">=1.34.140,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -431,13 +431,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.34.136"
-description = "Type annotations for boto3 1.34.136 generated with mypy-boto3-builder 7.24.0"
+version = "1.34.140"
+description = "Type annotations for boto3 1.34.140 generated with mypy-boto3-builder 7.25.0"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3_stubs-1.34.136-py3-none-any.whl", hash = "sha256:5826c22c10fc9032376bbee436d1b23b111e5fb1f13c75ecde8727151191f057"},
-    {file = "boto3_stubs-1.34.136.tar.gz", hash = "sha256:ecbce782ae19037d1f26673cfc30358493c9658ea0af06dd58a999be963ab275"},
+    {file = "boto3_stubs-1.34.140-py3-none-any.whl", hash = "sha256:63a3938fdb43693128054d5044af76aef97bc15f66545d91ea9165904240930e"},
+    {file = "boto3_stubs-1.34.140.tar.gz", hash = "sha256:3fdcfc90eb26ea5db97af1ca9fc9d21c50cc880d9ee00e7ab9140a5996a3619d"},
 ]
 
 [package.dependencies]
@@ -513,7 +513,7 @@ bedrock-agent = ["mypy-boto3-bedrock-agent (>=1.34.0,<1.35.0)"]
 bedrock-agent-runtime = ["mypy-boto3-bedrock-agent-runtime (>=1.34.0,<1.35.0)"]
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.34.0,<1.35.0)"]
 billingconductor = ["mypy-boto3-billingconductor (>=1.34.0,<1.35.0)"]
-boto3 = ["boto3 (==1.34.136)", "botocore (==1.34.136)"]
+boto3 = ["boto3 (==1.34.140)", "botocore (==1.34.140)"]
 braket = ["mypy-boto3-braket (>=1.34.0,<1.35.0)"]
 budgets = ["mypy-boto3-budgets (>=1.34.0,<1.35.0)"]
 ce = ["mypy-boto3-ce (>=1.34.0,<1.35.0)"]
@@ -862,13 +862,13 @@ xray = ["mypy-boto3-xray (>=1.34.0,<1.35.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.136"
+version = "1.34.140"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.136-py3-none-any.whl", hash = "sha256:c63fe9032091fb9e9477706a3ebfa4d0c109b807907051d892ed574f9b573e61"},
-    {file = "botocore-1.34.136.tar.gz", hash = "sha256:7f7135178692b39143c8f152a618d2a3b71065a317569a7102d2306d4946f42f"},
+    {file = "botocore-1.34.140-py3-none-any.whl", hash = "sha256:43940d3a67d946ba3301631ba4078476a75f1015d4fb0fb0272d0b754b2cf9de"},
+    {file = "botocore-1.34.140.tar.gz", hash = "sha256:86302b2226c743b9eec7915a4c6cfaffd338ae03989cd9ee181078ef39d1ab39"},
 ]
 
 [package.dependencies]
@@ -884,13 +884,13 @@ crt = ["awscrt (==0.20.11)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.34.131"
+version = "1.34.140"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -938,13 +938,13 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
 name = "bump-my-version"
-version = "0.24.1"
+version = "0.24.2"
 description = "Version bump your Python project"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -996,13 +996,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -1418,33 +1418,33 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "debugpy-1.8.2.zip", hash = "sha256:95378ed08ed2089221896b9b3a8d021e642c24edc8fef20e5d4342ca8be65c00"},
 ]
 
 [[package]]
@@ -1471,17 +1471,17 @@ files = [
 
 [[package]]
 name = "deltalake"
-version = "0.18.1"
+version = "0.18.2"
 description = "Native Delta Lake Python binding based on delta-rs with Pandas integration"
 optional = true
 python-versions = ">=3.8"
 files = [
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-    {file = "deltalake-0.18.1-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aa049c74979e7905c6631d9df6d419cbaf37cd07de3f0b3e3733d3f835930f5f"},
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-    {file = "deltalake-0.18.1.tar.gz", hash = "sha256:aa49822a4d559d138aee5bae3e529b231dd2dc2f1fcc6272f32853c99597c867"},
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+    {file = "deltalake-0.18.2.tar.gz", hash = "sha256:c6f9ad68736413a6d7c1526d60905cdf4aaeb59b8c95cc782661250917719aef"},
 ]
 
 [package.dependencies]
@@ -1489,7 +1489,7 @@ pyarrow = ">=8"
 pyarrow-hotfix = "*"
 
 [package.extras]
-devel = ["mypy (>=1.8.0,<1.9.0)", "packaging (>=20)", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-timeout", "ruff (>=0.3.0,<0.4.0)", "sphinx (<=4.5)", "sphinx-rtd-theme", "toml", "wheel"]
+devel = ["azure-storage-blob (==12.20.0)", "mypy (>=1.8.0,<1.9.0)", "packaging (>=20)", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-timeout", "ruff (>=0.3.0,<0.4.0)", "sphinx (<=4.5)", "sphinx-rtd-theme", "toml", "wheel"]
 pandas = ["pandas"]
 pyspark = ["delta-spark", "numpy (==1.22.2)", "pyspark"]
 
@@ -1527,11 +1527,8 @@ name = "docutils"
 version = "0.20.1"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
-python-versions = ">=3.7"
-files = [
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-    {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
-]
+python-versions = "*"
+files = []
 
 [[package]]
 name = "dulwich"
@@ -1860,13 +1857,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.6.0"
+version = "2024.6.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "fsspec-2024.6.1.tar.gz", hash = "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"},
 ]
 
 [package.extras]
@@ -1936,35 +1933,36 @@ shapely = ">=1.8.0"
 
 [[package]]
 name = "google-api-core"
-version = "2.8.0"
+version = "2.19.1"
 description = "Google API client core library"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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+    {file = "google-api-core-2.19.1.tar.gz", hash = "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"},
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 ]
 
 [package.dependencies]
-google-auth = ">=1.25.0,<3.0dev"
-googleapis-common-protos = ">=1.52.0,<2.0dev"
-protobuf = ">=3.12.0"
-requests = ">=2.18.0,<3.0.0dev"
+google-auth = ">=2.14.1,<3.0.dev0"
+googleapis-common-protos = ">=1.56.2,<2.0.dev0"
+proto-plus = ">=1.22.3,<2.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
+requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)"]
-grpcgcp = ["grpcio-gcp (>=0.2.2)"]
-grpcio-gcp = ["grpcio-gcp (>=0.2.2)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.30.0"
+version = "2.31.0"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.7"
 files = [
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 [[package]]
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+version = "1.63.2"
 description = "Common protobufs used in Google APIs"
 optional = true
 python-versions = ">=3.7"
 files = [
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 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
@@ -2156,13 +2154,13 @@ files = [
 
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-version = "7.2.1"
+version = "8.0.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 description = "IPython Kernel for Jupyter"
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 python-versions = ">=3.8"
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 ]
 
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 [package.dependencies]
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 [[package]]
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 ]
 
 [package.extras]
@@ -5979,29 +6002,29 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.5.0"
+version = "0.5.1"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
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+    {file = "ruff-0.5.1-py3-none-win32.whl", hash = "sha256:5c441d9c24ec09e1cb190a04535c5379b36b73c4bc20aa180c54812c27d1cca4"},
+    {file = "ruff-0.5.1-py3-none-win_amd64.whl", hash = "sha256:b1789bf2cd3d1b5a7d38397cac1398ddf3ad7f73f4de01b1e913e2abc7dfc51d"},
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+    {file = "ruff-0.5.1.tar.gz", hash = "sha256:3164488aebd89b1745b47fd00604fb4358d774465f20d1fcd907f9c0fc1b0655"},
 ]
 
 [[package]]
@@ -6021,13 +6044,13 @@ fsspec = ">=0.6.0"
 
 [[package]]
 name = "s3transfer"
-version = "0.10.1"
+version = "0.10.2"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.1-py3-none-any.whl", hash = "sha256:ceb252b11bcf87080fb7850a224fb6e05c8a776bab8f2b64b7f25b969464839d"},
-    {file = "s3transfer-0.10.1.tar.gz", hash = "sha256:5683916b4c724f799e600f41dd9e10a9ff19871bf87623cc8f491cb4f5fa0a19"},
+    {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"},
+    {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"},
 ]
 
 [package.dependencies]
@@ -6462,13 +6485,13 @@ typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "textual"
-version = "0.70.0"
+version = "0.71.0"
 description = "Modern Text User Interface framework"
 optional = true
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "textual-0.70.0-py3-none-any.whl", hash = "sha256:774bf45782193760ca273b915fd685cada37d0836237d61dc57d5bcdbe2c7ddb"},
-    {file = "textual-0.70.0.tar.gz", hash = "sha256:9ca3f615b5cf442246325e40ef8255424c42b4241d3c62f9c0f96951bab82b1e"},
+    {file = "textual-0.71.0-py3-none-any.whl", hash = "sha256:60500cc63ffd98a4aff8679976a1530d5e99a881e13bb040d26558a2c45f49d8"},
+    {file = "textual-0.71.0.tar.gz", hash = "sha256:a38a3bd7e450ed173b59ab1c93a3aa8174d95bc5c79647f220a50243236ce70a"},
 ]
 
 [package.dependencies]
@@ -6541,30 +6564,30 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.15.1"
+version = "4.16.0"
 description = "tox is a generic virtualenv management and test command line tool"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tox-4.15.1-py3-none-any.whl", hash = "sha256:f00a5dc4222b358e69694e47e3da0227ac41253509bca9f45aa8f012053e8d9d"},
-    {file = "tox-4.15.1.tar.gz", hash = "sha256:53a092527d65e873e39213ebd4bd027a64623320b6b0326136384213f95b7076"},
+    {file = "tox-4.16.0-py3-none-any.whl", hash = "sha256:61e101061b977b46cf00093d4319438055290ad0009f84497a07bf2d2d7a06d0"},
+    {file = "tox-4.16.0.tar.gz", hash = "sha256:43499656f9949edb681c0f907f86fbfee98677af9919d8b11ae5ad77cb800748"},
 ]
 
 [package.dependencies]
-cachetools = ">=5.3.2"
+cachetools = ">=5.3.3"
 chardet = ">=5.2"
 colorama = ">=0.4.6"
-filelock = ">=3.13.1"
-packaging = ">=23.2"
-platformdirs = ">=4.1"
-pluggy = ">=1.3"
-pyproject-api = ">=1.6.1"
+filelock = ">=3.15.4"
+packaging = ">=24.1"
+platformdirs = ">=4.2.2"
+pluggy = ">=1.5"
+pyproject-api = ">=1.7.1"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
-virtualenv = ">=20.25"
+virtualenv = ">=20.26.3"
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-argparse-cli (>=1.11.1)", "sphinx-autodoc-typehints (>=1.25.2)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.11)"]
-testing = ["build[virtualenv] (>=1.0.3)", "covdefaults (>=2.3)", "detect-test-pollution (>=1.2)", "devpi-process (>=1)", "diff-cover (>=8.0.2)", "distlib (>=0.3.8)", "flaky (>=3.7)", "hatch-vcs (>=0.4)", "hatchling (>=1.21)", "psutil (>=5.9.7)", "pytest (>=7.4.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-xdist (>=3.5)", "re-assert (>=1.1)", "time-machine (>=2.13)", "wheel (>=0.42)"]
+docs = ["furo (>=2024.5.6)", "sphinx (>=7.3.7)", "sphinx-argparse-cli (>=1.16)", "sphinx-autodoc-typehints (>=2.2.2)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.11)"]
+testing = ["build[virtualenv] (>=1.2.1)", "covdefaults (>=2.3)", "detect-test-pollution (>=1.2)", "devpi-process (>=1)", "diff-cover (>=9.1)", "distlib (>=0.3.8)", "flaky (>=3.8.1)", "hatch-vcs (>=0.4)", "hatchling (>=1.25)", "psutil (>=6)", "pytest (>=8.2.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-xdist (>=3.6.1)", "re-assert (>=1.1)", "setuptools (>=70.2)", "time-machine (>=2.14.2)", "wheel (>=0.43)"]
 
 [[package]]
 name = "traitlets"
@@ -6583,24 +6606,24 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "trove-classifiers"
-version = "2024.5.22"
+version = "2024.7.2"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
 optional = false
 python-versions = "*"
 files = [
-    {file = "trove_classifiers-2024.5.22-py3-none-any.whl", hash = "sha256:c43ade18704823e4afa3d9db7083294bc4708a5e02afbcefacd0e9d03a7a24ef"},
-    {file = "trove_classifiers-2024.5.22.tar.gz", hash = "sha256:8a6242bbb5c9ae88d34cf665e816b287d2212973c8777dfaef5ec18d72ac1d03"},
+    {file = "trove_classifiers-2024.7.2-py3-none-any.whl", hash = "sha256:ccc57a33717644df4daca018e7ec3ef57a835c48e96a1e71fc07eb7edac67af6"},
+    {file = "trove_classifiers-2024.7.2.tar.gz", hash = "sha256:8328f2ac2ce3fd773cbb37c765a0ed7a83f89dc564c7d452f039b69249d0ac35"},
 ]
 
 [[package]]
 name = "types-awscrt"
-version = "0.20.12"
+version = "0.21.0"
 description = "Type annotations and code completion for awscrt"
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
-    {file = "types_awscrt-0.20.12-py3-none-any.whl", hash = "sha256:521ce54cc4dad9fe6480556bb0f8315a508106938ba1f2a0baccfcea7d4a4dee"},
-    {file = "types_awscrt-0.20.12.tar.gz", hash = "sha256:0beabdde0205dc1da679ea464fd3f98b570ef4f0fc825b155a974fb51b21e8d9"},
+    {file = "types_awscrt-0.21.0-py3-none-any.whl", hash = "sha256:026f882d4d23f04c5b2ab08d6fefd627842537009cd00e9f78dd4960314d51aa"},
+    {file = "types_awscrt-0.21.0.tar.gz", hash = "sha256:06aa247fe5ccf0b86428e5289aeabf67f967e10861f211c16c19e7d2542a70a9"},
 ]
 
 [[package]]
@@ -7127,4 +7150,4 @@ sqlserver = ["pyodbc"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8, <4.0"
-content-hash = "fb3a04b8bd70137d05a007b77a3f7d5d4b66e4827aff2dbb3c4780129ad332bf"
+content-hash = "38f59895e452001948994718e524dff7c792d2a4cd1bed5fc7ff3558220f52f3"
diff --git a/pyproject.toml b/pyproject.toml
index 88f996054..9dde74861 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "awswrangler"
-version = "3.8.0"
+version = "3.9.0"
 description = "Pandas on AWS."
 authors = ["Amazon Web Services"]
 license = "Apache License 2.0"
@@ -36,8 +36,8 @@ pandas = [
     { version = ">=1.2.0,<3.0.0", markers = "python_version >= \"3.9\"" },
 ]
 numpy = [
-    { version = ">=1.18,<2.0", markers = "python_version < \"3.9\"" },
-    { version = ">=1.26,<3.0", markers = "python_version >= \"3.9\"" }
+    {version = "^1.18", markers = "python_version < \"3.12\""},
+    {version = "^1.26", markers = "python_version >= \"3.12\""}
 ]
 pyarrow = ">=8.0.0"
 typing-extensions = "^4.4.0"
diff --git a/test_infra/pyproject.toml b/test_infra/pyproject.toml
index ab06854a7..6642246af 100644
--- a/test_infra/pyproject.toml
+++ b/test_infra/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "awswrangler - test infrastructure"
-version = "3.8.0"
+version = "3.9.0"
 description = "CDK test infrastructure for AWS SDK for pandas"
 authors = ["Amazon Web Services"]
 license = "Apache License 2.0"
diff --git a/tests/unit/test_metadata.py b/tests/unit/test_metadata.py
index 107cc8fd6..43a052378 100644
--- a/tests/unit/test_metadata.py
+++ b/tests/unit/test_metadata.py
@@ -2,7 +2,7 @@
 
 
 def test_metadata():
-    assert wr.__version__ == "3.8.0"
+    assert wr.__version__ == "3.9.0"
     assert wr.__title__ == "awswrangler"
     assert wr.__description__ == "Pandas on AWS."
     assert wr.__license__ == "Apache License 2.0"
diff --git a/tutorials/001 - Introduction.ipynb b/tutorials/001 - Introduction.ipynb
index 491967d4f..95b7fca5f 100644
--- a/tutorials/001 - Introduction.ipynb	
+++ b/tutorials/001 - Introduction.ipynb	
@@ -20,7 +20,7 @@
     "\n",
     "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",
     "\n",
-    "Check our [list of functionalities](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html)."
+    "Check our [list of functionalities](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html)."
    ]
   },
   {
@@ -32,15 +32,15 @@
     "\n",
     "awswrangler runs almost anywhere over Python 3.8, 3.9 and 3.10, so there are several different ways to install it in the desired environment.\n",
     "\n",
-    "  - [PyPi (pip)](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#pypi-pip)\n",
-    "  - [Conda](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#conda)\n",
-    "  - [AWS Lambda Layer](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-lambda-layer)\n",
-    "  - [AWS Glue Python Shell Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-glue-python-shell-jobs)\n",
-    "  - [AWS Glue PySpark Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#aws-glue-pyspark-jobs)\n",
-    "  - [Amazon SageMaker Notebook](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#amazon-sagemaker-notebook)\n",
-    "  - [Amazon SageMaker Notebook Lifecycle](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#amazon-sagemaker-notebook-lifecycle)\n",
-    "  - [EMR Cluster](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#emr-cluster)\n",
-    "  - [From source](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/install.html#from-source)\n",
+    "  - [PyPi (pip)](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#pypi-pip)\n",
+    "  - [Conda](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#conda)\n",
+    "  - [AWS Lambda Layer](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-lambda-layer)\n",
+    "  - [AWS Glue Python Shell Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-glue-python-shell-jobs)\n",
+    "  - [AWS Glue PySpark Jobs](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#aws-glue-pyspark-jobs)\n",
+    "  - [Amazon SageMaker Notebook](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#amazon-sagemaker-notebook)\n",
+    "  - [Amazon SageMaker Notebook Lifecycle](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#amazon-sagemaker-notebook-lifecycle)\n",
+    "  - [EMR Cluster](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#emr-cluster)\n",
+    "  - [From source](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/install.html#from-source)\n",
     "\n",
     "Some good practices for most of the above methods are:\n",
     "  - Use new and individual Virtual Environments for each project ([venv](https://docs.python.org/3/library/venv.html))\n",
diff --git a/tutorials/007 - Redshift, MySQL, PostgreSQL, SQL Server, Oracle.ipynb b/tutorials/007 - Redshift, MySQL, PostgreSQL, SQL Server, Oracle.ipynb
index 49035fb62..564564429 100644
--- a/tutorials/007 - Redshift, MySQL, PostgreSQL, SQL Server, Oracle.ipynb	
+++ b/tutorials/007 - Redshift, MySQL, PostgreSQL, SQL Server, Oracle.ipynb	
@@ -10,16 +10,16 @@
     "\n",
     "[awswrangler](https://github.com/aws/aws-sdk-pandas)'s Redshift, MySQL and PostgreSQL have two basic functions in common that try to follow Pandas conventions, but add more data type consistency.\n",
     "\n",
-    "- [wr.redshift.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.redshift.to_sql.html)\n",
-    "- [wr.redshift.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.redshift.read_sql_query.html)\n",
-    "- [wr.mysql.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.mysql.to_sql.html)\n",
-    "- [wr.mysql.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.mysql.read_sql_query.html)\n",
-    "- [wr.postgresql.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.postgresql.to_sql.html)\n",
-    "- [wr.postgresql.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.postgresql.read_sql_query.html)\n",
-    "- [wr.sqlserver.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.sqlserver.to_sql.html)\n",
-    "- [wr.sqlserver.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.sqlserver.read_sql_query.html)\n",
-    "- [wr.oracle.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.oracle.to_sql.html)\n",
-    "- [wr.oracle.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.oracle.read_sql_query.html)"
+    "- [wr.redshift.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.redshift.to_sql.html)\n",
+    "- [wr.redshift.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.redshift.read_sql_query.html)\n",
+    "- [wr.mysql.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.mysql.to_sql.html)\n",
+    "- [wr.mysql.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.mysql.read_sql_query.html)\n",
+    "- [wr.postgresql.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.postgresql.to_sql.html)\n",
+    "- [wr.postgresql.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.postgresql.read_sql_query.html)\n",
+    "- [wr.sqlserver.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.sqlserver.to_sql.html)\n",
+    "- [wr.sqlserver.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.sqlserver.read_sql_query.html)\n",
+    "- [wr.oracle.to_sql()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.oracle.to_sql.html)\n",
+    "- [wr.oracle.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.oracle.read_sql_query.html)"
    ]
   },
   {
@@ -51,11 +51,11 @@
    "source": [
     "## Connect using the Glue Catalog Connections\n",
     "\n",
-    "- [wr.redshift.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.redshift.connect.html)\n",
-    "- [wr.mysql.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.mysql.connect.html)\n",
-    "- [wr.postgresql.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.postgresql.connect.html)\n",
-    "- [wr.sqlserver.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.sqlserver.connect.html)\n",
-    "- [wr.oracle.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.oracle.connect.html)"
+    "- [wr.redshift.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.redshift.connect.html)\n",
+    "- [wr.mysql.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.mysql.connect.html)\n",
+    "- [wr.postgresql.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.postgresql.connect.html)\n",
+    "- [wr.sqlserver.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.sqlserver.connect.html)\n",
+    "- [wr.oracle.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.oracle.connect.html)"
    ]
   },
   {
diff --git a/tutorials/014 - Schema Evolution.ipynb b/tutorials/014 - Schema Evolution.ipynb
index d30286dbb..b328adb4f 100644
--- a/tutorials/014 - Schema Evolution.ipynb	
+++ b/tutorials/014 - Schema Evolution.ipynb	
@@ -10,9 +10,9 @@
     "\n",
     "awswrangler supports new **columns** on Parquet and CSV datasets through:\n",
     "\n",
-    "- [wr.s3.to_parquet()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet)\n",
-    "- [wr.s3.store_parquet_metadata()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.s3.store_parquet_metadata.html#awswrangler.s3.store_parquet_metadata) i.e. \"Crawler\"\n",
-    "- [wr.s3.to_csv()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.s3.to_csv.html#awswrangler.s3.to_csv)"
+    "- [wr.s3.to_parquet()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.s3.to_parquet.html#awswrangler.s3.to_parquet)\n",
+    "- [wr.s3.store_parquet_metadata()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.s3.store_parquet_metadata.html#awswrangler.s3.store_parquet_metadata) i.e. \"Crawler\"\n",
+    "- [wr.s3.to_csv()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.s3.to_csv.html#awswrangler.s3.to_csv)"
    ]
   },
   {
diff --git a/tutorials/021 - Global Configurations.ipynb b/tutorials/021 - Global Configurations.ipynb
index e203d4993..c183ac2b9 100644
--- a/tutorials/021 - Global Configurations.ipynb	
+++ b/tutorials/021 - Global Configurations.ipynb	
@@ -13,7 +13,7 @@
     "- **Environment variables**\n",
     "- **wr.config**\n",
     "\n",
-    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html) to see if your function has some argument that can be configured through Global configurations.*\n",
+    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html) to see if your function has some argument that can be configured through Global configurations.*\n",
     "\n",
     "*P.P.S. One exception to the above mentioned rules is the `botocore_config` property. It cannot be set through environment variables\n",
     "but only via `wr.config`. It will be used as the `botocore.config.Config` for all underlying `boto3` calls.\n",
diff --git a/tutorials/022 - Writing Partitions Concurrently.ipynb b/tutorials/022 - Writing Partitions Concurrently.ipynb
index cd1e86ec3..c6f879d02 100644
--- a/tutorials/022 - Writing Partitions Concurrently.ipynb	
+++ b/tutorials/022 - Writing Partitions Concurrently.ipynb	
@@ -13,7 +13,7 @@
     "        If True will increase the parallelism level during the partitions writing. It will decrease the\n",
     "        writing time and increase memory usage.\n",
     "\n",
-    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html) to see it has some argument that can be configured through Global configurations.*"
+    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html) to see it has some argument that can be configured through Global configurations.*"
    ]
   },
   {
diff --git a/tutorials/023 - Flexible Partitions Filter.ipynb b/tutorials/023 - Flexible Partitions Filter.ipynb
index cda638e96..75acf41dd 100644
--- a/tutorials/023 - Flexible Partitions Filter.ipynb	
+++ b/tutorials/023 - Flexible Partitions Filter.ipynb	
@@ -16,7 +16,7 @@
     "        - Ignored if `dataset=False`.\n",
     "        \n",
     "\n",
-    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/api.html) to see it has some argument that can be configured through Global configurations.*"
+    "*P.S. Check the [function API doc](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/api.html) to see it has some argument that can be configured through Global configurations.*"
    ]
   },
   {
diff --git a/tutorials/030 - Data Api.ipynb b/tutorials/030 - Data Api.ipynb
index 2aeff7dac..0c695713b 100644
--- a/tutorials/030 - Data Api.ipynb	
+++ b/tutorials/030 - Data Api.ipynb	
@@ -26,8 +26,8 @@
    "metadata": {},
    "source": [
     "## Connect to the cluster\n",
-    "- [wr.data_api.redshift.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.data_api.redshift.connect.html)\n",
-    "- [wr.data_api.rds.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.data_api.rds.connect.html)"
+    "- [wr.data_api.redshift.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.data_api.redshift.connect.html)\n",
+    "- [wr.data_api.rds.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.data_api.rds.connect.html)"
    ]
   },
   {
@@ -60,8 +60,8 @@
    "metadata": {},
    "source": [
     "## Read from database\n",
-    "- [wr.data_api.redshift.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.data_api.redshift.read_sql_query.html)\n",
-    "- [wr.data_api.rds.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.8.0/stubs/awswrangler.data_api.rds.read_sql_query.html)"
+    "- [wr.data_api.redshift.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.data_api.redshift.read_sql_query.html)\n",
+    "- [wr.data_api.rds.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.9.0/stubs/awswrangler.data_api.rds.read_sql_query.html)"
    ]
   },
   {