docs: Fix outdated hyperlinks in documentation (#2634)

awswrangler/catalog/_create.py

@@ -1131,7 +1131,7 @@ 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/2.11.0/tutorials/014%20-%20Schema%20Evolution.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/tutorials/014%20-%20Schema%20Evolution.html
     sep : str
         String of length 1. Field delimiter for the output file.
     skip_header_line_count : Optional[int]
@@ -1317,7 +1317,7 @@ 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/2.11.0/tutorials/014%20-%20Schema%20Evolution.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/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.

awswrangler/opensearch/_write.py

@@ -489,12 +489,13 @@ def index_documents(
     use_threads: bool | int = False,
     **kwargs: Any,
 ) -> dict[str, Any]:
-    """Index all documents to OpenSearch index.
+    """
+    Index all documents to OpenSearch index.
 
     Note
     ----
     `max_retries`, `initial_backoff`, and `max_backoff` are not supported with parallel bulk
-     (when `use_threads`is set to True).
+    (when `use_threads` is set to True).
 
     Note
     ----

awswrangler/s3/_read_orc.py

@@ -224,7 +224,7 @@ 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-data-wrangler.readthedocs.io/en/3.1.1/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/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
@@ -386,7 +386,7 @@ 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/3.1.1/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/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

awswrangler/s3/_read_parquet.py

@@ -381,7 +381,7 @@ 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-data-wrangler.readthedocs.io/en/3.5.0/tutorials/023%20-%20Flexible%20Partitions%20Filter.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/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

awswrangler/s3/_write_orc.py

@@ -404,7 +404,7 @@ 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/3.1.1/tutorials/022%20-%20Writing%20Partitions%20Concurrently.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/tutorials/022%20-%20Writing%20Partitions%20Concurrently.html
     mode: str, optional
         ``append`` (Default), ``overwrite``, ``overwrite_partitions``. Only takes effect if dataset=True.
     catalog_versioning : bool
@@ -413,7 +413,7 @@ 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/3.1.1/tutorials/014%20-%20Schema%20Evolution.html
+        https://aws-sdk-pandas.readthedocs.io/en/3.5.2/tutorials/014%20-%20Schema%20Evolution.html
     database : str, optional
         Glue/Athena catalog: Database name.
     table : str, optional