diff --git a/awswrangler/catalog/_create.py b/awswrangler/catalog/_create.py
index bd21fc721..843b4b6c8 100644
--- a/awswrangler/catalog/_create.py
+++ b/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.
diff --git a/awswrangler/opensearch/_write.py b/awswrangler/opensearch/_write.py
index 33a53c69e..b0c9bcedb 100644
--- a/awswrangler/opensearch/_write.py
+++ b/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
     ----
diff --git a/awswrangler/s3/_read_orc.py b/awswrangler/s3/_read_orc.py
index 62588b67b..7d471ff84 100644
--- a/awswrangler/s3/_read_orc.py
+++ b/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
diff --git a/awswrangler/s3/_read_parquet.py b/awswrangler/s3/_read_parquet.py
index 4e1913306..80ae1e9fe 100644
--- a/awswrangler/s3/_read_parquet.py
+++ b/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
diff --git a/awswrangler/s3/_write_orc.py b/awswrangler/s3/_write_orc.py
index 895d978cd..2e0b9a2ee 100644
--- a/awswrangler/s3/_write_orc.py
+++ b/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
diff --git a/tutorials/003 - Amazon S3.ipynb b/tutorials/003 - Amazon S3.ipynb
index 24b7a8433..9ee0315ed 100644
--- a/tutorials/003 - Amazon S3.ipynb	
+++ b/tutorials/003 - Amazon S3.ipynb	
@@ -37,7 +37,7 @@
     "\t* [3.3 Reading multiple Parquet files](#3.3-Reading-multiple-Parquet-files)\n",
     "\t\t* [3.3.1 Reading Parquet by list](#3.3.1-Reading-Parquet-by-list)\n",
     "\t\t* [3.3.2 Reading Parquet by prefix](#3.3.2-Reading-Parquet-by-prefix)\n",
-    "* [4. Fixed-width formatted files (only read)](#4.-Fixed-width-formatted-files-%28only-read%29)\n",
+    "* [4. Fixed-width formatted files (only read)](#4.-Fixed-width-formatted-files-(only-read))\n",
     "\t* [4.1 Reading single FWF file](#4.1-Reading-single-FWF-file)\n",
     "\t* [4.2 Reading multiple FWF files](#4.2-Reading-multiple-FWF-files)\n",
     "\t\t* [4.2.1 Reading FWF by list](#4.2.1-Reading-FWF-by-list)\n",
@@ -55,7 +55,7 @@
     "* [8. Upload Objects](#8.-Upload-objects)\n",
     "    * [8.1 Upload object from a file path](#8.1-Upload-object-from-a-file-path)\n",
     "    * [8.2 Upload object from a file-like object in binary mode](#8.2-Upload-object-from-a-file-like-object-in-binary-mode)\n",
-    "* [9. Delete objects](#7.-Delete-objects)\n"
+    "* [9. Delete objects](#9.-Delete-objects)\n"
    ]
   },
   {
@@ -136,8 +136,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 4,
      "metadata": {},
@@ -169,8 +210,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n2   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "2   3  bar"
+      ]
      },
      "execution_count": 5,
      "metadata": {},
@@ -195,8 +283,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n2   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "2   3  bar"
+      ]
      },
      "execution_count": 6,
      "metadata": {},
@@ -228,7 +363,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "['s3://woodadw-test/json/file2.json']"
+      "text/plain": [
+       "['s3://woodadw-test/json/file2.json']"
+      ]
      },
      "execution_count": 7,
      "metadata": {},
@@ -257,8 +394,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 8,
      "metadata": {},
@@ -290,8 +468,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n0   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "0   3  bar"
+      ]
      },
      "execution_count": 9,
      "metadata": {},
@@ -316,8 +541,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n0   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "0   3  bar"
+      ]
      },
      "execution_count": 10,
      "metadata": {},
@@ -376,8 +648,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 12,
      "metadata": {},
@@ -409,8 +722,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n2   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "2   3  bar"
+      ]
      },
      "execution_count": 13,
      "metadata": {},
@@ -435,8 +795,55 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo\n2   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo\n",
+       "2   3  bar"
+      ]
      },
      "execution_count": 14,
      "metadata": {},
@@ -491,8 +898,59 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n      <th>date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Herfelingen</td>\n      <td>27-12-18</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Lambusart</td>\n      <td>14-06-18</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Spormaggiore</td>\n      <td>15-04-18</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id          name      date\n0   1   Herfelingen  27-12-18\n1   2     Lambusart  14-06-18\n2   3  Spormaggiore  15-04-18"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Herfelingen</td>\n",
+       "      <td>27-12-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Lambusart</td>\n",
+       "      <td>14-06-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Spormaggiore</td>\n",
+       "      <td>15-04-18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id          name      date\n",
+       "0   1   Herfelingen  27-12-18\n",
+       "1   2     Lambusart  14-06-18\n",
+       "2   3  Spormaggiore  15-04-18"
+      ]
      },
      "execution_count": 16,
      "metadata": {},
@@ -524,8 +982,73 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n      <th>date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Herfelingen</td>\n      <td>27-12-18</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Lambusart</td>\n      <td>14-06-18</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Spormaggiore</td>\n      <td>15-04-18</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Buizingen</td>\n      <td>05-09-19</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>San Rafael</td>\n      <td>04-09-19</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id          name      date\n0   1   Herfelingen  27-12-18\n1   2     Lambusart  14-06-18\n2   3  Spormaggiore  15-04-18\n3   4     Buizingen  05-09-19\n4   5    San Rafael  04-09-19"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Herfelingen</td>\n",
+       "      <td>27-12-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Lambusart</td>\n",
+       "      <td>14-06-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Spormaggiore</td>\n",
+       "      <td>15-04-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Buizingen</td>\n",
+       "      <td>05-09-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>San Rafael</td>\n",
+       "      <td>04-09-19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id          name      date\n",
+       "0   1   Herfelingen  27-12-18\n",
+       "1   2     Lambusart  14-06-18\n",
+       "2   3  Spormaggiore  15-04-18\n",
+       "3   4     Buizingen  05-09-19\n",
+       "4   5    San Rafael  04-09-19"
+      ]
      },
      "execution_count": 17,
      "metadata": {},
@@ -550,8 +1073,73 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n      <th>date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Herfelingen</td>\n      <td>27-12-18</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Lambusart</td>\n      <td>14-06-18</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Spormaggiore</td>\n      <td>15-04-18</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Buizingen</td>\n      <td>05-09-19</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>San Rafael</td>\n      <td>04-09-19</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id          name      date\n0   1   Herfelingen  27-12-18\n1   2     Lambusart  14-06-18\n2   3  Spormaggiore  15-04-18\n3   4     Buizingen  05-09-19\n4   5    San Rafael  04-09-19"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Herfelingen</td>\n",
+       "      <td>27-12-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Lambusart</td>\n",
+       "      <td>14-06-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Spormaggiore</td>\n",
+       "      <td>15-04-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Buizingen</td>\n",
+       "      <td>05-09-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>San Rafael</td>\n",
+       "      <td>04-09-19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id          name      date\n",
+       "0   1   Herfelingen  27-12-18\n",
+       "1   2     Lambusart  14-06-18\n",
+       "2   3  Spormaggiore  15-04-18\n",
+       "3   4     Buizingen  05-09-19\n",
+       "4   5    San Rafael  04-09-19"
+      ]
      },
      "execution_count": 18,
      "metadata": {},
@@ -583,7 +1171,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "'s3://woodadw-test/file0.xlsx'"
+      "text/plain": [
+       "'s3://woodadw-test/file0.xlsx'"
+      ]
      },
      "execution_count": 19,
      "metadata": {},
@@ -610,8 +1200,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 20,
      "metadata": {},
@@ -768,8 +1399,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 25,
      "metadata": {},
@@ -812,8 +1484,43 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   3  bar"
+      ]
      },
      "execution_count": 26,
      "metadata": {},
@@ -877,8 +1584,49 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>foo</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>boo</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   1  foo\n1   2  boo"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>foo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>boo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   1  foo\n",
+       "1   2  boo"
+      ]
      },
      "execution_count": 27,
      "metadata": {},
@@ -918,8 +1666,43 @@
    "outputs": [
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>3</td>\n      <td>bar</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "   id name\n0   3  bar"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>bar</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name\n",
+       "0   3  bar"
+      ]
      },
      "execution_count": 28,
      "metadata": {},
diff --git a/tutorials/030 - Data Api.ipynb b/tutorials/030 - Data Api.ipynb
index 33e7144f2..ec1a6a0e5 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/2.11.0/stubs/awswrangler.data_api.redshift.connect.html)\n",
-    "- [wr.data_api.rds.connect()](https://aws-sdk-pandas.readthedocs.io/en/2.11.0/stubs/awswrangler.data_api.rds.connect.html)"
+    "- [wr.data_api.redshift.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.5.2/stubs/awswrangler.data_api.redshift.connect.html)\n",
+    "- [wr.data_api.rds.connect()](https://aws-sdk-pandas.readthedocs.io/en/3.5.2/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/2.11.0/stubs/awswrangler.data_api.redshift.read_sql_query.html)\n",
-    "- [wr.data_api.rds.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/2.11.0/stubs/awswrangler.data_api.rds.read_sql_query.html)"
+    "- [wr.data_api.redshift.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.5.2/stubs/awswrangler.data_api.redshift.read_sql_query.html)\n",
+    "- [wr.data_api.rds.read_sql_query()](https://aws-sdk-pandas.readthedocs.io/en/3.5.2/stubs/awswrangler.data_api.rds.read_sql_query.html)"
    ]
   },
   {
diff --git a/tutorials/031 - OpenSearch.ipynb b/tutorials/031 - OpenSearch.ipynb
index 42c725c32..5f1d1ece1 100644
--- a/tutorials/031 - OpenSearch.ipynb	
+++ b/tutorials/031 - OpenSearch.ipynb	
@@ -19,30 +19,30 @@
    "metadata": {},
    "source": [
     "## Table of Contents\n",
-    "* [1. Initialize](#initialize)\n",
-    "    * [Connect to your Amazon OpenSearch domain](#connect)\n",
-    "    * [Enter your bucket name](#bucket)\n",
-    "    * [Initialize sample data](#sample-data)\n",
-    "* [2. Indexing (load)](#indexing)\n",
-    "\t* [Index documents (no Pandas)](#index-documents)\n",
-    "\t* [Index json file](#index-json)\n",
+    "* [1. Initialize](#1.-Initialize)\n",
+    "    * [Connect to your Amazon OpenSearch domain](#Connect-to-your-Amazon-OpenSearch-domain)\n",
+    "    * [Enter your bucket name](#enter-your-bucket-name)\n",
+    "    * [Initialize sample data](#initialize-sample-data)\n",
+    "* [2. Indexing (load)](#2.-Indexing-(load))\n",
+    "\t* [Index documents (no Pandas)](#index-documents-(no-pandas))\n",
+    "\t* [Index json file](#index-json-file)\n",
     "    * [Index CSV](#index-csv)\n",
-    "* [3. Search](#search)\n",
-    "\t* [3.1 Search by DSL](#search-dsl)\n",
-    "\t* [3.2 Search by SQL](#search-sql)\n",
-    "* [4. Delete Indices](#delete-index)\n",
-    "* [5. Bonus - Prepare data and index from DataFrame](#bonus)\n",
-    "\t* [Prepare the data for indexing](#prepare-data)\n",
-    "    * [Create index with mapping](#create-index-w-mapping)\n",
-    "    * [Index dataframe](#index-df)\n",
-    "    * [Execute geo query](#search-geo)\n"
+    "* [3. Search](#3.-Search)\n",
+    "\t* [Search by DSL](#search-by-dsl)\n",
+    "\t* [Search by SQL](#search-by-sql)\n",
+    "* [4. Delete Indices](#4.-Delete-Indices)\n",
+    "* [5. Bonus - Prepare data and index from DataFrame](#5.-Bonus---Prepare-data-and-index-from-DataFrame)\n",
+    "\t* [Prepare the data for indexing](#prepare-the-data-for-indexing)\n",
+    "    * [Create index with mapping](#create-index-with-mapping)\n",
+    "    * [Index dataframe](#index-dataframe)\n",
+    "    * [Execute geo query](#execute-geo-query)\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 1. Initialize<a class=\"anchor\" id=\"initialize\"></a>"
+    "## 1. Initialize"
    ]
   },
   {
@@ -68,7 +68,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Connect to your Amazon OpenSearch domain<a class=\"anchor\" id=\"connect\"></a>"
+    "### Connect to your Amazon OpenSearch domain"
    ]
   },
   {
@@ -89,7 +89,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Enter your bucket name<a class=\"anchor\" id=\"bucket\"></a>"
+    "### Enter your bucket name"
    ]
   },
   {
@@ -105,7 +105,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Initialize sample data<a class=\"anchor\" id=\"sample-data\"></a>"
+    "### Initialize sample data"
    ]
   },
   {
@@ -215,14 +215,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 2. Indexing (load)<a class=\"anchor\" id=\"indexing\"></a>"
+    "## 2. Indexing (load)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Index documents (no Pandas)<a class=\"anchor\" id=\"index-documents\"></a>"
+    "### Index documents (no Pandas)"
    ]
   },
   {
@@ -532,7 +532,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Index CSV<a class=\"anchor\" id=\"index-csv\"></a>"
+    "### Index CSV"
    ]
   },
   {
@@ -800,7 +800,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 3. Search<a class=\"anchor\" id=\"search\"></a>\n",
+    "## 3. Search\n",
     "Search results are returned as Pandas DataFrame"
    ]
   },
@@ -808,7 +808,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 3.1 Search by DSL<a class=\"anchor\" id=\"search-dsl\"></a>"
+    "### Search by DSL"
    ]
   },
   {
@@ -915,7 +915,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 3.1 Search by SQL<a class=\"anchor\" id=\"search-sql\"></a>"
+    "### Search by SQL"
    ]
   },
   {
@@ -1015,7 +1015,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 4. Delete Indices<a class=\"anchor\" id=\"delete-index\"></a>"
+    "## 4. Delete Indices"
    ]
   },
   {
@@ -1049,7 +1049,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 5. Bonus - Prepare data and index from DataFrame<a class=\"anchor\" id=\"bonus\"></a>"
+    "## 5. Bonus - Prepare data and index from DataFrame"
    ]
   },
   {
@@ -1081,7 +1081,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Prepare the data for indexing<a class=\"anchor\" id=\"prepare-data\"></a>"
+    "### Prepare the data for indexing"
    ]
   },
   {
@@ -1103,7 +1103,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Create index with mapping<a class=\"anchor\" id=\"create-index-w-mapping\"></a>"
+    "### Create index with mapping"
    ]
   },
   {
@@ -1145,7 +1145,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "### Index dataframe<a class=\"anchor\" id=\"index-df\"></a>"
+    "### Index dataframe"
    ]
   },
   {
@@ -1179,7 +1179,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Execute geo query<a class=\"anchor\" id=\"search-geo\"></a>\n",
+    "### Execute geo query\n",
     "#### Sort restaurants by distance from Times-Square"
    ]
   },
diff --git a/tutorials/032 - Lake Formation Governed Tables.ipynb b/tutorials/032 - Lake Formation Governed Tables.ipynb
index 4bba071f7..fe32604c2 100644
--- a/tutorials/032 - Lake Formation Governed Tables.ipynb	
+++ b/tutorials/032 - Lake Formation Governed Tables.ipynb	
@@ -32,7 +32,7 @@
     "        * [1.1.2 Read within query as of time](#1.1.2-Read-within-query-as-of-time)\n",
     "    * [1.2 Read full table](#1.2-Read-full-table)\n",
     "* [2. Write Governed table](#2.-Write-Governed-table)\n",
-    "    * [2.1 Create new Governed table](#2.1-Create-new-Governed-table)\n",
+    "    * [2.1 Create new Governed table](#2.1-Create-a-new-Governed-table)\n",
     "        * [2.1.1 CSV table](#2.1.1-CSV-table)\n",
     "        * [2.1.2 Parquet table](#2.1.2-Parquet-table)\n",
     "    * [2.2 Overwrite operations](#2.2-Overwrite-operations)\n",
@@ -40,7 +40,7 @@
     "        * [2.2.2 Append](#2.2.2-Append)\n",
     "        * [2.2.3 Create partitioned Governed table](#2.2.3-Create-partitioned-Governed-table)\n",
     "        * [2.2.4 Overwrite partitions](#2.2.4-Overwrite-partitions)\n",
-    "* [3. Multiple read/write operations within a transaction](#2.-Multiple-read/write-operations-within-a-transaction)"
+    "* [3. Multiple read/write operations within a transaction](#3.-multiple-read/write-operations-within-a-transaction)"
    ]
   },
   {
@@ -422,7 +422,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.11.7"
   },
   "vscode": {
    "interpreter": {