(sedona-db) branch main updated: docs: update overture date (#361)

paleolimbot Mon, 24 Nov 2025 18:14:12 -0800

This is an automated email from the ASF dual-hosted git repository.

paleolimbot pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/sedona-db.git



The following commit(s) were added to refs/heads/main by this push:
     new 240898d4 docs: update overture date (#361)
240898d4 is described below

commit 240898d4f48b18821c4190abbeaa1d7c71a4253a
Author: Matthew Powers <[email protected]>
AuthorDate: Mon Nov 24 21:13:58 2025 -0500

    docs: update overture date (#361)
---
 README.md                    |  34 ++++-----
 docs/overture-examples.ipynb | 172 ++++++++++++++++++++++++++-----------------
 docs/overture-examples.md    | 106 +++++++++++++++++---------
 docs/programming-guide.ipynb |  46 ++++++------
 docs/programming-guide.md    |  24 +++---
 5 files changed, 228 insertions(+), 154 deletions(-)

diff --git a/README.md b/README.md
index 0af69d2c..a96ee2e2 100644
--- a/README.md
+++ b/README.md
@@ -47,14 +47,14 @@ Raster functions are coming soon. We expect SedonaDB Raster 
will match all raste
 
 SedonaDB has several advantages:
 
-* **🚀 High Performance:** Built in Rust for exceptional speed and memory 
efficiency
-* **🗺️ Comprehensive Spatial Toolkit:** Supports both vector and raster 
functions in a single library
-* **🌍 CRS Propagation:** Always maintains coordinate reference system 
information
-* **📁 Format Flexibility:** Supports legacy and modern file formats including 
GeoParquet, Shapefile, GeoJSON
-* **⚡ Dual APIs:** Python and SQL interfaces for seamless workflow integration
-* **🔧 Extensible:** Easily customizable and extensible architecture
-* **🔗 Ecosystem Integration:** Interoperable with PyArrow-compatible libraries 
like GeoPandas, DuckDB, and Polars
-* **👥 Active Community:** Great maintainers and contributors who encourage 
external contributions
+* **High Performance:** Built in Rust for exceptional speed and memory 
efficiency
+* **Comprehensive Spatial Toolkit:** Supports both vector and raster functions 
in a single library
+* **CRS Propagation:** Always maintains coordinate reference system information
+* **Format Flexibility:** Supports legacy and modern file formats including 
GeoParquet, Shapefile, GeoJSON
+* **Dual APIs:** Python and SQL interfaces for seamless workflow integration
+* **Extensible:** Easily customizable and extensible architecture
+* **Ecosystem Integration:** Interoperable with PyArrow-compatible libraries 
like GeoPandas, DuckDB, and Polars
+* **Active Community:** Great maintainers and contributors who encourage 
external contributions
 
 ## Performance Benchmarks
 
@@ -119,7 +119,7 @@ Read the dataset into a Python SedonaDB `DataFrame`. This 
is lazy: even though t
 
 ```python
 df = sd.read_parquet(
-    
"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=buildings/type=building/"
+    
"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=buildings/type=building/"
 )
 df.to_view("buildings")
 ```
@@ -172,19 +172,19 @@ Here's the query output:
 
 ### Get Help
 
-- 💬 **Discord:** Join our [Discord 
community](https://discord.com/invite/9A3k5dEBsY) for real-time chat and support
-- 💭 **GitHub Discussions:** Start a [GitHub 
Discussion](https://github.com/apache/sedona/discussions) with questions or 
ideas
-- 📚 **Documentation:** Check out our [comprehensive 
docs](https://sedona.apache.org/sedonadb)
+- **Discord:** Join our [Discord 
community](https://discord.com/invite/9A3k5dEBsY) for real-time chat and support
+- **GitHub Discussions:** Start a [GitHub 
Discussion](https://github.com/apache/sedona/discussions) with questions or 
ideas
+- **Documentation:** Check out our [comprehensive 
docs](https://sedona.apache.org/sedonadb)
 
 ### Contributing
 
 We welcome contributions! Here's how you can get involved:
 
-* 🐛 **Report Issues:** Found a bug? Open an issue on GitHub
-* 💡 **Suggest Features:** Have an idea? Start a GitHub Discussion
-* 🔧 **Fix Issues:** Comment "take" on any open issue to claim it
-* 🚀 **Submit PRs:** Brainstorm features with contributors and submit pull 
requests
-* 📅 **Join Meetings:** Monthly contributor meetings - we'd love to have you!
+* **Report Issues:** Found a bug? Open an issue on GitHub
+* **Suggest Features:** Have an idea? Start a GitHub Discussion
+* **Fix Issues:** Comment "take" on any open issue to claim it
+* **Submit PRs:** Brainstorm features with contributors and submit pull 
requests
+* **Join Meetings:** Monthly contributor meetings - we'd love to have you!
 
 ### About SedonaDB
 
diff --git a/docs/overture-examples.ipynb b/docs/overture-examples.ipynb
index f76089c8..fa716942 100644
--- a/docs/overture-examples.ipynb
+++ b/docs/overture-examples.ipynb
@@ -28,7 +28,7 @@
     "\n",
     "> Note: Before running this notebook, ensure that you have installed 
SedonaDB: `pip install \"apache-sedona[db]\"`\n",
     "\n",
-    "This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.\n",
+    "This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.  See [this 
page](https://docs.overturemaps.org/release-calendar/) to get the latest 
version of the Overture data.\n",
     "\n",
     "The notebook explains how to:\n",
     "\n",
@@ -39,17 +39,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "c5e580ff",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: lonboard in 
/opt/miniconda3/lib/python3.12/site-packages (0.12.1)\n",
+      "Requirement already satisfied: anywidget~=0.9.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.9.18)\n",
+      "Requirement already satisfied: arro3-compute>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)\n",
+      "Requirement already satisfied: arro3-core>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)\n",
+      "Requirement already satisfied: arro3-io>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)\n",
+      "Requirement already satisfied: geoarrow-rust-core>=0.5.2 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.5.2)\n",
+      "Requirement already satisfied: ipywidgets>=7.6.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (8.1.7)\n",
+      "Requirement already satisfied: numpy>=1.14 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (2.3.3)\n",
+      "Requirement already satisfied: pyproj>=3.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (3.7.2)\n",
+      "Requirement already satisfied: traitlets>=5.7.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (5.14.3)\n",
+      "Requirement already satisfied: psygnal>=0.8.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from anywidget~=0.9.0->lonboard) 
(0.14.1)\n",
+      "Requirement already satisfied: typing-extensions>=4.2.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from anywidget~=0.9.0->lonboard) 
(4.15.0)\n",
+      "Requirement already satisfied: comm>=0.1.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(0.2.3)\n",
+      "Requirement already satisfied: ipython>=6.1.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(9.5.0)\n",
+      "Requirement already satisfied: widgetsnbextension~=4.0.14 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(4.0.14)\n",
+      "Requirement already satisfied: jupyterlab_widgets~=3.0.15 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(3.0.15)\n",
+      "Requirement already satisfied: certifi in 
/opt/miniconda3/lib/python3.12/site-packages (from pyproj>=3.3->lonboard) 
(2025.8.3)\n",
+      "Requirement already satisfied: decorator in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (5.2.1)\n",
+      "Requirement already satisfied: ipython-pygments-lexers in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (1.1.1)\n",
+      "Requirement already satisfied: jedi>=0.16 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.19.2)\n",
+      "Requirement already satisfied: matplotlib-inline in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.1.7)\n",
+      "Requirement already satisfied: pexpect>4.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (4.9.0)\n",
+      "Requirement already satisfied: prompt_toolkit<3.1.0,>=3.0.41 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (3.0.52)\n",
+      "Requirement already satisfied: pygments>=2.4.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (2.19.2)\n",
+      "Requirement already satisfied: stack_data in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.6.3)\n",
+      "Requirement already satisfied: parso<0.9.0,>=0.8.4 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
jedi>=0.16->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.8.5)\n",
+      "Requirement already satisfied: ptyprocess>=0.5 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
pexpect>4.3->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.7.0)\n",
+      "Requirement already satisfied: wcwidth in 
/opt/miniconda3/lib/python3.12/site-packages (from 
prompt_toolkit<3.1.0,>=3.0.41->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) 
(0.2.14)\n",
+      "Requirement already satisfied: executing>=1.2.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (2.2.1)\n",
+      "Requirement already satisfied: asttokens>=2.1.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (3.0.0)\n",
+      "Requirement already satisfied: pure-eval in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.2.3)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
    "source": [
     "%pip install lonboard"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 2,
    "id": "6d6fa0ab-b4ed-4e60-b099-a1af0998b486",
    "metadata": {},
    "outputs": [],
@@ -73,19 +118,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 3,
    "id": "52855769-4872-472a-9c42-afced3d85ca8",
    "metadata": {},
    "outputs": [],
    "source": [
     "df = sd.read_parquet(\n",
-    "    
\"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=buildings/type=building/\"\n",
+    "    
\"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=buildings/type=building/\"\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 4,
    "id": "b45b5e5c-64ed-49ba-a8aa-9f2292f617c6",
    "metadata": {},
    "outputs": [
@@ -97,25 +142,25 @@
       "│                  id                  ┆                 geometry       
         ┆ … ┆ roof_height │\n",
       "│                 utf8                 ┆                 geometry       
         ┆   ┆   float64   │\n",
       
"╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡\n",
-      "│ afc55d29-5916-42ad-8f9c-76ba9d749be9 ┆ POLYGON((-74.5920939 
4.893956,-74.5920… ┆ … ┆             │\n",
+      "│ 85b47da4-1b8d-4132-ac6c-d8dc14fab4b8 ┆ POLYGON((-6.4292972 
54.8290034,-6.4291… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 9c7ece54-88ff-48d4-8b48-11959fb058a1 ┆ POLYGON((-74.5906253 
4.8896057,-74.590… ┆ … ┆             │\n",
+      "│ ec12e345-d44d-4e40-8e08-e1e6e68d4d17 ┆ POLYGON((-6.430836 
54.8299412,-6.43095… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 24fde8c7-6771-4205-b9da-2599d825f85f ┆ POLYGON((-74.5905666 
4.8896679,-74.590… ┆ … ┆             │\n",
+      "│ 285f9ff9-2d6d-409c-b214-74992c8d7e7d ┆ POLYGON((-6.4311579 
54.8300247,-6.4313… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 79bdbb6f-5a9f-4b35-8e30-eb9019a6a1d7 ┆ POLYGON((-74.5905272 
4.8896867,-74.590… ┆ … ┆             │\n",
+      "│ abedfc7c-e5fd-4a29-931e-da77b610d02d ┆ POLYGON((-6.4321833 
54.8294427,-6.4322… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 45ca1264-1062-41de-9375-82d93d93ee31 ┆ POLYGON((-74.590441 
4.8897205,-74.5904… ┆ … ┆             │\n",
+      "│ a203a2c6-e130-4979-a7d5-8a059c6f31fd ┆ POLYGON((-6.4300627 
54.829276,-6.43006… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ b22e0827-bc09-439f-85cf-5401db561a23 ┆ POLYGON((-74.5903646 
4.889949,-74.5903… ┆ … ┆             │\n",
+      "│ 1d14caf6-b12d-486e-87dd-feef82fba9a7 ┆ POLYGON((-6.4301786 
54.8281533,-6.4299… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 754bf2dd-81a3-498f-910d-b2b2cc18e1a2 ┆ POLYGON((-74.589949 
4.8891923,-74.5899… ┆ … ┆             │\n",
+      "│ 4b1e67cf-7355-439b-9a31-46a50f3ee227 ┆ POLYGON((-6.4298614 
54.8278977,-6.4299… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 77464ae4-77d9-45ac-ac28-e6f972de9363 ┆ POLYGON((-74.5898331 
4.889214,-74.5897… ┆ … ┆             │\n",
+      "│ 06de994e-efd4-4a1c-8a20-b4e883904cb2 ┆ POLYGON((-6.4296383 
54.827599,-6.42956… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 0f02d3f6-bbec-4cc0-89e5-65c3c4676cf1 ┆ POLYGON((-74.5899092 
4.8892714,-74.589… ┆ … ┆             │\n",
+      "│ ea0b2ea6-7c52-4395-9baa-bc023c7d3166 ┆ POLYGON((-6.4296844 
54.8277379,-6.4296… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 696976a2-ff13-4b89-9953-8fd74b400828 ┆ POLYGON((-74.5902424 
4.889916,-74.5902… ┆ … ┆             │\n",
+      "│ 49f022ef-5574-4613-ae54-af139666fde3 ┆ POLYGON((-6.4296843 
54.8278169,-6.4296… ┆ … ┆             │\n",
       
"└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘\n"
      ]
     }
@@ -126,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 5,
    "id": "e37a023e-0e80-403a-a65b-b5a190004f72",
    "metadata": {},
    "outputs": [],
@@ -136,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 6,
    "id": "ebfe4776-e08f-4f38-97fc-fca8ec6fc364",
    "metadata": {},
    "outputs": [
@@ -148,7 +193,7 @@
       "│  count(*)  │\n",
       "│    int64   │\n",
       "╞════════════╡\n",
-      "│ 2539170484 │\n",
+      "│ 2541497985 │\n",
       "└────────────┘\n"
      ]
     }
@@ -165,7 +210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 7,
    "id": "b73f670d-0d10-4a7a-bfc7-e2abe5d9edd2",
    "metadata": {},
    "outputs": [
@@ -177,7 +222,7 @@
        "  geometry: geometry<WkbView(ogc:crs84)>\n",
        "  bbox: struct<Struct(xmin Float32, xmax Float32, ymin Float32, ymax 
Float32)>\n",
        "  version: int32<Int32>\n",
-       "  sources: list<List(Field { name: \"element\", data_type: 
Struct([Field { name: \"property\", data_type: Utf8, nullable: true, dict_id: 
0, dict_is_ordered: false, metadata: {} }, Field { name: \"dataset\", 
data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: 
{} }, Field { name: \"record_id\", data_type: Utf8, nullable: true, dict_id: 0, 
dict_is_ordered: false, metadata: {} }, Field { name: \"update_time\", 
data_type: Utf8, nullable: true, dict_id: 0, di [...]
+       "  sources: list<List(Field { name: \"element\", data_type: 
Struct([Field { name: \"property\", data_type: Utf8, nullable: true, dict_id: 
0, dict_is_ordered: false, metadata: {} }, Field { name: \"dataset\", 
data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: 
{} }, Field { name: \"license\", data_type: Utf8, nullable: true, dict_id: 0, 
dict_is_ordered: false, metadata: {} }, Field { name: \"record_id\", data_type: 
Utf8, nullable: true, dict_id: 0, dict_i [...]
        "  level: int32<Int32>\n",
        "  subtype: utf8<Utf8View>\n",
        "  class: utf8<Utf8View>\n",
@@ -199,7 +244,7 @@
        "  roof_height: float64<Float64>"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -211,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 8,
    "id": "68d1b68c-dd26-45c2-944f-61138b212943",
    "metadata": {},
    "outputs": [
@@ -223,15 +268,15 @@
       "│            id           ┆       height       ┆ num_floors ┆ 
roof_shape ┆         centroid        │\n",
       "│           utf8          ┆       float64      ┆    int32   ┆    utf8   
 ┆         geometry        │\n",
       
"╞═════════════════════════╪════════════════════╪════════════╪════════════╪═════════════════════════╡\n",
-      "│ 1b9040c2-2e79-4f56-aba… ┆               22.4 ┆            ┆           
 ┆ POINT(-74.230407502993… │\n",
+      "│ aa8e3a73-c72c-4f1a-b6e… ┆  20.38205909729004 ┆            ┆           
 ┆ POINT(-74.187673580307… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 1b5e1cd2-d697-489e-892… ┆               21.5 ┆            ┆           
 ┆ POINT(-74.231451103592… │\n",
+      "│ efe7616b-7f7e-464c-9ce… ┆  26.18361473083496 ┆            ┆           
 ┆ POINT(-74.189040982134… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ c1afdf78-bf84-4b8f-ae1… ┆               20.9 ┆            ┆           
 ┆ POINT(-74.232593032240… │\n",
+      "│ b3f734a1-325b-4e8c-b1d… ┆ 27.025876998901367 ┆            ┆           
 ┆ POINT(-74.2558161 40.8… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 88f36399-b09f-491b-bb6… ┆               24.5 ┆            ┆           
 ┆ POINT(-74.231878209597… │\n",
+      "│ 45d88655-e2f4-4a08-926… ┆ 25.485210418701172 ┆            ┆           
 ┆ POINT(-74.182252194444… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ df37a283-f5bd-4822-a05… ┆ 24.154542922973633 ┆            ┆           
 ┆ POINT(-74.241910239840… │\n",
+      "│ 31e8353c-7d5b-4b20-94e… ┆ 21.294815063476562 ┆            ┆           
 ┆ POINT(-74.197113787905… │\n",
       
"└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘\n"
      ]
     }
@@ -273,19 +318,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 9,
    "id": "d9f122d3-4d90-46b0-ab9a-259a71cc423b",
    "metadata": {},
    "outputs": [],
    "source": [
     "df = sd.read_parquet(\n",
-    "    
\"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/\"\n",
+    "    
\"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/\"\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 10,
    "id": "19a75b19-0b56-4167-b3f1-73a171ecc480",
    "metadata": {},
    "outputs": [
@@ -297,25 +342,25 @@
       "│        id       ┆    geometry    ┆      bbox      ┆ … ┆ 
is_territorial ┆ region ┆   division_id  │\n",
       "│       utf8      ┆    geometry    ┆     struct     ┆   ┆     boolean   
 ┆  utf8  ┆      utf8      │\n",
       
"╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡\n",
-      "│ ae415364-9d06-… ┆ MULTIPOLYGON(… ┆ {xmin: 29.525… ┆ … ┆ true          
 ┆ BY-MA  ┆ 7665e731-6552… │\n",
+      "│ 3665c36d-d3a9-… ┆ POLYGON((12.5… ┆ {xmin: 12.455… ┆ … ┆ true          
 ┆ IT-34  ┆ f05aa29f-151f… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ d712e9e1-84c6-… ┆ POLYGON((29.5… ┆ {xmin: 29.577… ┆ … ┆ true          
 ┆ BY-MA  ┆ 4605a8a3-c576… │\n",
+      "│ 18a69439-a1da-… ┆ POLYGON((12.5… ┆ {xmin: 12.596… ┆ … ┆ true          
 ┆ IT-36  ┆ ae00d58c-6e67… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ bee9663a-af50-… ┆ POLYGON((29.5… ┆ {xmin: 29.587… ┆ … ┆ true          
 ┆ BY-MA  ┆ 826a2333-7584… │\n",
+      "│ 7d0f6d37-bb55-… ┆ POLYGON((12.6… ┆ {xmin: 12.567… ┆ … ┆ true          
 ┆ IT-36  ┆ bdfc82ca-5f23… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ a083b661-eb7b-… ┆ POLYGON((29.4… ┆ {xmin: 29.326… ┆ … ┆ true          
 ┆ BY-MA  ┆ 17456e57-ebb6… │\n",
+      "│ 3f480ff6-6361-… ┆ POLYGON((12.5… ┆ {xmin: 12.549… ┆ … ┆ true          
 ┆ IT-36  ┆ 1c750104-4470… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 83ef05fa-43ad-… ┆ POLYGON((29.6… ┆ {xmin: 29.598… ┆ … ┆ true          
 ┆ BY-MA  ┆ a44666eb-c61d… │\n",
+      "│ 31c3ab5e-eb6f-… ┆ POLYGON((12.6… ┆ {xmin: 12.612… ┆ … ┆ true          
 ┆ IT-34  ┆ d90804ee-19a4… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 4d01e5b4-86f9-… ┆ POLYGON((29.5… ┆ {xmin: 29.531… ┆ … ┆ true          
 ┆ BY-MA  ┆ 77cdd054-ec26… │\n",
+      "│ 308517e6-64b4-… ┆ POLYGON((12.5… ┆ {xmin: 12.589… ┆ … ┆ true          
 ┆ IT-34  ┆ aabd71e9-4d98… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ c2a12db9-a1d0-… ┆ POLYGON((29.5… ┆ {xmin: 29.537… ┆ … ┆ true          
 ┆ BY-MA  ┆ 4faa3881-e9a8… │\n",
+      "│ 646e5b1f-b76a-… ┆ POLYGON((12.5… ┆ {xmin: 12.485… ┆ … ┆ true          
 ┆ IT-34  ┆ 502c1c4e-fc19… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 7c290d7b-3f7f-… ┆ POLYGON((29.6… ┆ {xmin: 29.607… ┆ … ┆ true          
 ┆ BY-MA  ┆ e5233235-d513… │\n",
+      "│ f2809a49-1082-… ┆ POLYGON((12.5… ┆ {xmin: 12.538… ┆ … ┆ true          
 ┆ IT-34  ┆ 8b446eed-00ad… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 579063f0-f751-… ┆ POLYGON((29.6… ┆ {xmin: 29.614… ┆ … ┆ true          
 ┆ BY-MA  ┆ 3f0c8f4e-c9c8… │\n",
+      "│ 72b27245-c7fd-… ┆ POLYGON((12.5… ┆ {xmin: 12.501… ┆ … ┆ true          
 ┆ IT-34  ┆ 1d535e1f-d19e… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 675aab04-ed91-… ┆ POLYGON((29.6… ┆ {xmin: 29.616… ┆ … ┆ true          
 ┆ BY-MA  ┆ 02f5979e-7976… │\n",
+      "│ 815855d9-05d0-… ┆ POLYGON((12.4… ┆ {xmin: 12.371… ┆ … ┆ true          
 ┆ IT-34  ┆ 5aa91354-9e8c… │\n",
       
"└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘\n"
      ]
     }
@@ -327,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 11,
    "id": "03b951de-3397-4fcf-9baf-50e139a38dd4",
    "metadata": {},
    "outputs": [],
@@ -337,7 +382,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 12,
    "id": "9c6bd69d-9407-432a-bdc8-d60976237a3a",
    "metadata": {},
    "outputs": [
@@ -349,7 +394,7 @@
       "│ count(*) │\n",
       "│   int64  │\n",
       "╞══════════╡\n",
-      "│  1035749 │\n",
+      "│  1052542 │\n",
       "└──────────┘\n"
      ]
     }
@@ -364,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 13,
    "id": "75a6d0ed-9767-4d36-a77a-4afb7952fbe4",
    "metadata": {},
    "outputs": [
@@ -377,7 +422,7 @@
        "  bbox: struct<Struct(xmin Float32, xmax Float32, ymin Float32, ymax 
Float32)>\n",
        "  country: utf8<Utf8View>\n",
        "  version: int32<Int32>\n",
-       "  sources: list<List(Field { name: \"element\", data_type: 
Struct([Field { name: \"property\", data_type: Utf8, nullable: true, dict_id: 
0, dict_is_ordered: false, metadata: {} }, Field { name: \"dataset\", 
data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: 
{} }, Field { name: \"record_id\", data_type: Utf8, nullable: true, dict_id: 0, 
dict_is_ordered: false, metadata: {} }, Field { name: \"update_time\", 
data_type: Utf8, nullable: true, dict_id: 0, di [...]
+       "  sources: list<List(Field { name: \"element\", data_type: 
Struct([Field { name: \"property\", data_type: Utf8, nullable: true, dict_id: 
0, dict_is_ordered: false, metadata: {} }, Field { name: \"dataset\", 
data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: 
{} }, Field { name: \"license\", data_type: Utf8, nullable: true, dict_id: 0, 
dict_is_ordered: false, metadata: {} }, Field { name: \"record_id\", data_type: 
Utf8, nullable: true, dict_id: 0, dict_i [...]
        "  subtype: utf8<Utf8View>\n",
        "  class: utf8<Utf8View>\n",
        "  names: struct<Struct(primary Utf8, common Map(Field { name: 
\"key_value\", data_type: Struct([Field { name: \"key\", data_type: Utf8, 
nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { 
name: \"value\", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }]), nullable: false, dict_id: 0, dict_is_ordered: false, 
metadata: {} }, false), rules List(Field { name: \"element\", data_type: 
Struct([Field { name: \"variant\", data_t [...]
@@ -387,7 +432,7 @@
        "  division_id: utf8<Utf8View>"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -398,7 +443,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 14,
    "id": "f1f7158c-ef2b-4377-9bee-180309ddd553",
    "metadata": {},
    "outputs": [],
@@ -421,7 +466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 15,
    "id": "27e6909d-06fa-438b-88e0-d300fd2fb1ec",
    "metadata": {},
    "outputs": [],
@@ -431,7 +476,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 16,
    "id": "2dec92d8-a374-4021-990a-e50f5769516e",
    "metadata": {},
    "outputs": [],
@@ -445,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 17,
    "id": "7f39a283-0eee-4f72-a30a-8dd9fa1aaa69",
    "metadata": {
     "scrolled": true
@@ -459,12 +504,12 @@
       "│ __unnest_placeholder(n ┆ __unnest_placeholder(n ┆ 
__unnest_placeholder(n ┆        geometry       │\n",
       "│ s_divisions.names).pr… ┆ s_divisions.names).co… ┆ 
s_divisions.names).ru… ┆        geometry       │\n",
       
"╞════════════════════════╪════════════════════════╪════════════════════════╪═══════════════════════╡\n",
-      "│ Seal Island            ┆                        ┆                     
   ┆ POLYGON((-66.0528452… │\n",
+      "│ Apple River            ┆                        ┆                     
   ┆ POLYGON((-64.7260681… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ Mud Island             ┆                        ┆                     
   ┆ POLYGON((-66.0222822… │\n",
+      "│ Allen Hill             ┆                        ┆                     
   ┆ POLYGON((-64.6956656… │\n",
       
"└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘\n",
-      "CPU times: user 1.51 ms, sys: 1.69 ms, total: 3.2 ms\n",
-      "Wall time: 3.14 ms\n"
+      "CPU times: user 1.25 ms, sys: 805 μs, total: 2.05 ms\n",
+      "Wall time: 1.42 ms\n"
      ]
     }
    ],
@@ -484,19 +529,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 18,
    "id": "f78583fd-a73a-4169-9c45-74d8026bb5fb",
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "560eccc4e795458b815ef78a70548d82",
+       "model_id": "02a229b2c09f4acf8ae4daedcb8af8ae",
        "version_major": 2,
        "version_minor": 1
       },
@@ -504,7 +544,7 @@
        "Map(basemap_style=<CartoBasemap.DarkMatter: 
'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/overture-examples.md b/docs/overture-examples.md
index 94f9cab0..3f61d93d 100644
--- a/docs/overture-examples.md
+++ b/docs/overture-examples.md
@@ -21,7 +21,7 @@
 
 > Note: Before running this notebook, ensure that you have installed SedonaDB: 
 > `pip install "apache-sedona[db]"`
 
-This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.
+This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.  See [this 
page](https://docs.overturemaps.org/release-calendar/) to get the latest 
version of the Overture data.
 
 The notebook explains how to:
 
@@ -34,6 +34,40 @@ The notebook explains how to:
 %pip install lonboard
 ```
 
+    Requirement already satisfied: lonboard in 
/opt/miniconda3/lib/python3.12/site-packages (0.12.1)
+    Requirement already satisfied: anywidget~=0.9.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.9.18)
+    Requirement already satisfied: arro3-compute>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)
+    Requirement already satisfied: arro3-core>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)
+    Requirement already satisfied: arro3-io>=0.4.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.6.3)
+    Requirement already satisfied: geoarrow-rust-core>=0.5.2 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (0.5.2)
+    Requirement already satisfied: ipywidgets>=7.6.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (8.1.7)
+    Requirement already satisfied: numpy>=1.14 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (2.3.3)
+    Requirement already satisfied: pyproj>=3.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (3.7.2)
+    Requirement already satisfied: traitlets>=5.7.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from lonboard) (5.14.3)
+    Requirement already satisfied: psygnal>=0.8.1 in 
/opt/miniconda3/lib/python3.12/site-packages (from anywidget~=0.9.0->lonboard) 
(0.14.1)
+    Requirement already satisfied: typing-extensions>=4.2.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from anywidget~=0.9.0->lonboard) 
(4.15.0)
+    Requirement already satisfied: comm>=0.1.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(0.2.3)
+    Requirement already satisfied: ipython>=6.1.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(9.5.0)
+    Requirement already satisfied: widgetsnbextension~=4.0.14 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(4.0.14)
+    Requirement already satisfied: jupyterlab_widgets~=3.0.15 in 
/opt/miniconda3/lib/python3.12/site-packages (from ipywidgets>=7.6.0->lonboard) 
(3.0.15)
+    Requirement already satisfied: certifi in 
/opt/miniconda3/lib/python3.12/site-packages (from pyproj>=3.3->lonboard) 
(2025.8.3)
+    Requirement already satisfied: decorator in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (5.2.1)
+    Requirement already satisfied: ipython-pygments-lexers in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (1.1.1)
+    Requirement already satisfied: jedi>=0.16 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.19.2)
+    Requirement already satisfied: matplotlib-inline in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.1.7)
+    Requirement already satisfied: pexpect>4.3 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (4.9.0)
+    Requirement already satisfied: prompt_toolkit<3.1.0,>=3.0.41 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (3.0.52)
+    Requirement already satisfied: pygments>=2.4.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (2.19.2)
+    Requirement already satisfied: stack_data in 
/opt/miniconda3/lib/python3.12/site-packages (from 
ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.6.3)
+    Requirement already satisfied: parso<0.9.0,>=0.8.4 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
jedi>=0.16->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.8.5)
+    Requirement already satisfied: ptyprocess>=0.5 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
pexpect>4.3->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.7.0)
+    Requirement already satisfied: wcwidth in 
/opt/miniconda3/lib/python3.12/site-packages (from 
prompt_toolkit<3.1.0,>=3.0.41->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) 
(0.2.14)
+    Requirement already satisfied: executing>=1.2.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (2.2.1)
+    Requirement already satisfied: asttokens>=2.1.0 in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (3.0.0)
+    Requirement already satisfied: pure-eval in 
/opt/miniconda3/lib/python3.12/site-packages (from 
stack_data->ipython>=6.1.0->ipywidgets>=7.6.0->lonboard) (0.2.3)
+    Note: you may need to restart the kernel to use updated packages.
+
+
 
 ```python
 import sedona.db
@@ -50,7 +84,7 @@ sd = sedona.db.connect()
 
 ```python
 df = sd.read_parquet(
-    
"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=buildings/type=building/"
+    
"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=buildings/type=building/"
 )
 ```
 
@@ -63,25 +97,25 @@ df.limit(10).show()
     │                  id                  ┆                 geometry          
      ┆ … ┆ roof_height │
     │                 utf8                 ┆                 geometry          
      ┆   ┆   float64   │
     
╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡
-    │ afc55d29-5916-42ad-8f9c-76ba9d749be9 ┆ POLYGON((-74.5920939 
4.893956,-74.5920… ┆ … ┆             │
+    │ 85b47da4-1b8d-4132-ac6c-d8dc14fab4b8 ┆ POLYGON((-6.4292972 
54.8290034,-6.4291… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 9c7ece54-88ff-48d4-8b48-11959fb058a1 ┆ POLYGON((-74.5906253 
4.8896057,-74.590… ┆ … ┆             │
+    │ ec12e345-d44d-4e40-8e08-e1e6e68d4d17 ┆ POLYGON((-6.430836 
54.8299412,-6.43095… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 24fde8c7-6771-4205-b9da-2599d825f85f ┆ POLYGON((-74.5905666 
4.8896679,-74.590… ┆ … ┆             │
+    │ 285f9ff9-2d6d-409c-b214-74992c8d7e7d ┆ POLYGON((-6.4311579 
54.8300247,-6.4313… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 79bdbb6f-5a9f-4b35-8e30-eb9019a6a1d7 ┆ POLYGON((-74.5905272 
4.8896867,-74.590… ┆ … ┆             │
+    │ abedfc7c-e5fd-4a29-931e-da77b610d02d ┆ POLYGON((-6.4321833 
54.8294427,-6.4322… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 45ca1264-1062-41de-9375-82d93d93ee31 ┆ POLYGON((-74.590441 
4.8897205,-74.5904… ┆ … ┆             │
+    │ a203a2c6-e130-4979-a7d5-8a059c6f31fd ┆ POLYGON((-6.4300627 
54.829276,-6.43006… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ b22e0827-bc09-439f-85cf-5401db561a23 ┆ POLYGON((-74.5903646 
4.889949,-74.5903… ┆ … ┆             │
+    │ 1d14caf6-b12d-486e-87dd-feef82fba9a7 ┆ POLYGON((-6.4301786 
54.8281533,-6.4299… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 754bf2dd-81a3-498f-910d-b2b2cc18e1a2 ┆ POLYGON((-74.589949 
4.8891923,-74.5899… ┆ … ┆             │
+    │ 4b1e67cf-7355-439b-9a31-46a50f3ee227 ┆ POLYGON((-6.4298614 
54.8278977,-6.4299… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 77464ae4-77d9-45ac-ac28-e6f972de9363 ┆ POLYGON((-74.5898331 
4.889214,-74.5897… ┆ … ┆             │
+    │ 06de994e-efd4-4a1c-8a20-b4e883904cb2 ┆ POLYGON((-6.4296383 
54.827599,-6.42956… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 0f02d3f6-bbec-4cc0-89e5-65c3c4676cf1 ┆ POLYGON((-74.5899092 
4.8892714,-74.589… ┆ … ┆             │
+    │ ea0b2ea6-7c52-4395-9baa-bc023c7d3166 ┆ POLYGON((-6.4296844 
54.8277379,-6.4296… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 696976a2-ff13-4b89-9953-8fd74b400828 ┆ POLYGON((-74.5902424 
4.889916,-74.5902… ┆ … ┆             │
+    │ 49f022ef-5574-4613-ae54-af139666fde3 ┆ POLYGON((-6.4296843 
54.8278169,-6.4296… ┆ … ┆             │
     
└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘
 
 
@@ -105,7 +139,7 @@ FROM
     │  count(*)  │
     │    int64   │
     ╞════════════╡
-    │ 2539170484 │
+    │ 2541497985 │
     └────────────┘
 
 
@@ -123,7 +157,7 @@ df.schema
       geometry: geometry<WkbView(ogc:crs84)>
       bbox: struct<Struct(xmin Float32, xmax Float32, ymin Float32, ymax 
Float32)>
       version: int32<Int32>
-      sources: list<List(Field { name: "element", data_type: Struct([Field { 
name: "property", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "dataset", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { name: 
"record_id", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "update_time", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: [...]
+      sources: list<List(Field { name: "element", data_type: Struct([Field { 
name: "property", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "dataset", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { name: 
"license", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, 
metadata: {} }, Field { name: "record_id", data_type: Utf8, nullable: true, 
dict_id: 0, dict_is_ordered: fal [...]
       level: int32<Int32>
       subtype: utf8<Utf8View>
       class: utf8<Utf8View>
@@ -178,15 +212,15 @@ LIMIT 5;
     │            id           ┆       height       ┆ num_floors ┆ roof_shape ┆ 
        centroid        │
     │           utf8          ┆       float64      ┆    int32   ┆    utf8    ┆ 
        geometry        │
     
╞═════════════════════════╪════════════════════╪════════════╪════════════╪═════════════════════════╡
-    │ 1b9040c2-2e79-4f56-aba… ┆               22.4 ┆            ┆            ┆ 
POINT(-74.230407502993… │
+    │ aa8e3a73-c72c-4f1a-b6e… ┆  20.38205909729004 ┆            ┆            ┆ 
POINT(-74.187673580307… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 1b5e1cd2-d697-489e-892… ┆               21.5 ┆            ┆            ┆ 
POINT(-74.231451103592… │
+    │ efe7616b-7f7e-464c-9ce… ┆  26.18361473083496 ┆            ┆            ┆ 
POINT(-74.189040982134… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ c1afdf78-bf84-4b8f-ae1… ┆               20.9 ┆            ┆            ┆ 
POINT(-74.232593032240… │
+    │ b3f734a1-325b-4e8c-b1d… ┆ 27.025876998901367 ┆            ┆            ┆ 
POINT(-74.2558161 40.8… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 88f36399-b09f-491b-bb6… ┆               24.5 ┆            ┆            ┆ 
POINT(-74.231878209597… │
+    │ 45d88655-e2f4-4a08-926… ┆ 25.485210418701172 ┆            ┆            ┆ 
POINT(-74.182252194444… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ df37a283-f5bd-4822-a05… ┆ 24.154542922973633 ┆            ┆            ┆ 
POINT(-74.241910239840… │
+    │ 31e8353c-7d5b-4b20-94e… ┆ 21.294815063476562 ┆            ┆            ┆ 
POINT(-74.197113787905… │
     
└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘
 
 
@@ -195,7 +229,7 @@ LIMIT 5;
 
 ```python
 df = sd.read_parquet(
-    
"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/"
+    
"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/"
 )
 ```
 
@@ -209,25 +243,25 @@ df.show(10)
     │        id       ┆    geometry    ┆      bbox      ┆ … ┆ is_territorial ┆ 
region ┆   division_id  │
     │       utf8      ┆    geometry    ┆     struct     ┆   ┆     boolean    ┆ 
 utf8  ┆      utf8      │
     
╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡
-    │ ae415364-9d06-… ┆ MULTIPOLYGON(… ┆ {xmin: 29.525… ┆ … ┆ true           ┆ 
BY-MA  ┆ 7665e731-6552… │
+    │ 3665c36d-d3a9-… ┆ POLYGON((12.5… ┆ {xmin: 12.455… ┆ … ┆ true           ┆ 
IT-34  ┆ f05aa29f-151f… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ d712e9e1-84c6-… ┆ POLYGON((29.5… ┆ {xmin: 29.577… ┆ … ┆ true           ┆ 
BY-MA  ┆ 4605a8a3-c576… │
+    │ 18a69439-a1da-… ┆ POLYGON((12.5… ┆ {xmin: 12.596… ┆ … ┆ true           ┆ 
IT-36  ┆ ae00d58c-6e67… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ bee9663a-af50-… ┆ POLYGON((29.5… ┆ {xmin: 29.587… ┆ … ┆ true           ┆ 
BY-MA  ┆ 826a2333-7584… │
+    │ 7d0f6d37-bb55-… ┆ POLYGON((12.6… ┆ {xmin: 12.567… ┆ … ┆ true           ┆ 
IT-36  ┆ bdfc82ca-5f23… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ a083b661-eb7b-… ┆ POLYGON((29.4… ┆ {xmin: 29.326… ┆ … ┆ true           ┆ 
BY-MA  ┆ 17456e57-ebb6… │
+    │ 3f480ff6-6361-… ┆ POLYGON((12.5… ┆ {xmin: 12.549… ┆ … ┆ true           ┆ 
IT-36  ┆ 1c750104-4470… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 83ef05fa-43ad-… ┆ POLYGON((29.6… ┆ {xmin: 29.598… ┆ … ┆ true           ┆ 
BY-MA  ┆ a44666eb-c61d… │
+    │ 31c3ab5e-eb6f-… ┆ POLYGON((12.6… ┆ {xmin: 12.612… ┆ … ┆ true           ┆ 
IT-34  ┆ d90804ee-19a4… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 4d01e5b4-86f9-… ┆ POLYGON((29.5… ┆ {xmin: 29.531… ┆ … ┆ true           ┆ 
BY-MA  ┆ 77cdd054-ec26… │
+    │ 308517e6-64b4-… ┆ POLYGON((12.5… ┆ {xmin: 12.589… ┆ … ┆ true           ┆ 
IT-34  ┆ aabd71e9-4d98… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ c2a12db9-a1d0-… ┆ POLYGON((29.5… ┆ {xmin: 29.537… ┆ … ┆ true           ┆ 
BY-MA  ┆ 4faa3881-e9a8… │
+    │ 646e5b1f-b76a-… ┆ POLYGON((12.5… ┆ {xmin: 12.485… ┆ … ┆ true           ┆ 
IT-34  ┆ 502c1c4e-fc19… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 7c290d7b-3f7f-… ┆ POLYGON((29.6… ┆ {xmin: 29.607… ┆ … ┆ true           ┆ 
BY-MA  ┆ e5233235-d513… │
+    │ f2809a49-1082-… ┆ POLYGON((12.5… ┆ {xmin: 12.538… ┆ … ┆ true           ┆ 
IT-34  ┆ 8b446eed-00ad… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 579063f0-f751-… ┆ POLYGON((29.6… ┆ {xmin: 29.614… ┆ … ┆ true           ┆ 
BY-MA  ┆ 3f0c8f4e-c9c8… │
+    │ 72b27245-c7fd-… ┆ POLYGON((12.5… ┆ {xmin: 12.501… ┆ … ┆ true           ┆ 
IT-34  ┆ 1d535e1f-d19e… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 675aab04-ed91-… ┆ POLYGON((29.6… ┆ {xmin: 29.616… ┆ … ┆ true           ┆ 
BY-MA  ┆ 02f5979e-7976… │
+    │ 815855d9-05d0-… ┆ POLYGON((12.4… ┆ {xmin: 12.371… ┆ … ┆ true           ┆ 
IT-34  ┆ 5aa91354-9e8c… │
     
└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘
 
 
@@ -249,7 +283,7 @@ FROM division_area
     │ count(*) │
     │   int64  │
     ╞══════════╡
-    │  1035749 │
+    │  1052542 │
     └──────────┘
 
 
@@ -267,7 +301,7 @@ df.schema
       bbox: struct<Struct(xmin Float32, xmax Float32, ymin Float32, ymax 
Float32)>
       country: utf8<Utf8View>
       version: int32<Int32>
-      sources: list<List(Field { name: "element", data_type: Struct([Field { 
name: "property", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "dataset", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { name: 
"record_id", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "update_time", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: [...]
+      sources: list<List(Field { name: "element", data_type: Struct([Field { 
name: "property", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: 
false, metadata: {} }, Field { name: "dataset", data_type: Utf8, nullable: 
true, dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { name: 
"license", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, 
metadata: {} }, Field { name: "record_id", data_type: Utf8, nullable: true, 
dict_id: 0, dict_is_ordered: fal [...]
       subtype: utf8<Utf8View>
       class: utf8<Utf8View>
       names: struct<Struct(primary Utf8, common Map(Field { name: "key_value", 
data_type: Struct([Field { name: "key", data_type: Utf8, nullable: false, 
dict_id: 0, dict_is_ordered: false, metadata: {} }, Field { name: "value", 
data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: 
{} }]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, 
false), rules List(Field { name: "element", data_type: Struct([Field { name: 
"variant", data_type: Utf8, nul [...]
@@ -321,12 +355,12 @@ df.show(2)
     │ __unnest_placeholder(n ┆ __unnest_placeholder(n ┆ __unnest_placeholder(n 
┆        geometry       │
     │ s_divisions.names).pr… ┆ s_divisions.names).co… ┆ s_divisions.names).ru… 
┆        geometry       │
     
╞════════════════════════╪════════════════════════╪════════════════════════╪═══════════════════════╡
-    │ Seal Island            ┆                        ┆                        
┆ POLYGON((-66.0528452… │
+    │ Apple River            ┆                        ┆                        
┆ POLYGON((-64.7260681… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ Mud Island             ┆                        ┆                        
┆ POLYGON((-66.0222822… │
+    │ Allen Hill             ┆                        ┆                        
┆ POLYGON((-64.6956656… │
     
└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘
-    CPU times: user 1.51 ms, sys: 1.69 ms, total: 3.2 ms
-    Wall time: 3.14 ms
+    CPU times: user 1.25 ms, sys: 805 μs, total: 2.05 ms
+    Wall time: 1.42 ms
 
 
 ## Visualize the results with lonboard
diff --git a/docs/programming-guide.ipynb b/docs/programming-guide.ipynb
index db15b7d2..6a3459c4 100644
--- a/docs/programming-guide.ipynb
+++ b/docs/programming-guide.ipynb
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "53c3b7a8-c42a-407a-a454-6ee1e943fbcc",
    "metadata": {},
    "outputs": [],
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "b3377767-d747-407c-92c0-8786c1998131",
    "metadata": {},
    "outputs": [],
@@ -94,17 +94,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "e8be30ab-4818-4db8-bae2-83e973ad1b77",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "sedona.db.dataframe.DataFrame"
+       "sedonadb.dataframe.DataFrame"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -125,13 +125,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "151df287-4b2d-433e-9769-c3378df03b1b",
    "metadata": {},
    "outputs": [],
    "source": [
     "sd.read_parquet(\n",
-    "    
\"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/\",\n",
+    "    
\"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/\",\n",
     "    options={\"aws.skip_signature\": True, \"aws.region\": 
\"us-west-2\"},\n",
     ").to_view(\"division_area\")"
    ]
@@ -152,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "b81549f2-0f58-49e4-9011-8de6578c2b0e",
    "metadata": {},
    "outputs": [],
@@ -173,7 +173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "0e4819db-bf58-42d7-8b5b-f272d0f19266",
    "metadata": {},
    "outputs": [
@@ -215,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "id": "8c8a4b48-8c4e-412e-900f-8c0f6f4ccc1d",
    "metadata": {},
    "outputs": [
@@ -223,16 +223,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      
"┌──────────┬──────────┬────────────────────────────────────────────────────────────────────────────┐\n",
-      "│  country ┆  region  ┆                                  geometry       
                           │\n",
-      "│ utf8view ┆ utf8view ┆                                  geometry       
                           │\n",
-      
"╞══════════╪══════════╪════════════════════════════════════════════════════════════════════════════╡\n",
-      "│ CA       ┆ CA-NS    ┆ POLYGON((-66.0528452 43.4531336,-66.0883401 
43.3978188,-65.9647654 43.361… │\n",
-      
"├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ CA       ┆ CA-NS    ┆ POLYGON((-66.0222822 43.5166842,-66.0252286 
43.5100071,-66.0528452 43.453… │\n",
-      
"├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ CA       ┆ CA-NS    ┆ POLYGON((-65.7451389 43.5336263,-65.7450818 
43.5347004,-65.7449545 43.535… │\n",
-      
"└──────────┴──────────┴────────────────────────────────────────────────────────────────────────────┘\n"
+      
"┌─────────┬────────┬───────────────────────────────────────────────────────────────────────────────┐\n",
+      "│ country ┆ region ┆                                    geometry        
                           │\n",
+      "│   utf8  ┆  utf8  ┆                                    geometry        
                           │\n",
+      
"╞═════════╪════════╪═══════════════════════════════════════════════════════════════════════════════╡\n",
+      "│ CA      ┆ CA-NB  ┆ MULTIPOLYGON(((-67.1074147 44.4817314,-67.1058772 
44.4815007,-67.104319 44.4… │\n",
+      
"├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+      "│ CA      ┆ CA-NB  ┆ POLYGON((-66.2598821 45.1380421,-66.2599962 
45.1381233,-66.2600591 45.138285… │\n",
+      
"├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+      "│ CA      ┆ CA-NB  ┆ POLYGON((-66.4595418 45.2215004,-66.4595406 
45.221468,-66.4595396 45.2213915… │\n",
+      
"└─────────┴────────┴───────────────────────────────────────────────────────────────────────────────┘\n"
      ]
     }
    ],
@@ -264,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "deaa36db-2fee-4ba2-ab79-1dc756cb1655",
    "metadata": {},
    "outputs": [],
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "e3bc4976-4245-432f-b265-7f6aa13f35b9",
    "metadata": {},
    "outputs": [
@@ -331,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "05565e15-ee18-431c-8fd2-673291d8d0ee",
    "metadata": {},
    "outputs": [
diff --git a/docs/programming-guide.md b/docs/programming-guide.md
index a59e7ced..1dfe982a 100644
--- a/docs/programming-guide.md
+++ b/docs/programming-guide.md
@@ -64,7 +64,7 @@ type(df)
 
 
 
-    sedona.db.dataframe.DataFrame
+    sedonadb.dataframe.DataFrame
 
 
 
@@ -75,7 +75,7 @@ For most production applications, you will create SedonaDB 
DataFrames by reading
 
 ```python
 sd.read_parquet(
-    
"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/",
+    
"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/",
     options={"aws.skip_signature": True, "aws.region": "us-west-2"},
 ).to_view("division_area")
 ```
@@ -139,16 +139,16 @@ WHERE ST_Intersects(geometry, 
ST_SetSRID(ST_GeomFromText('{nova_scotia_bbox_wkt}
 ns.show(3)
 ```
 
-    
┌──────────┬──────────┬────────────────────────────────────────────────────────────────────────────┐
-    │  country ┆  region  ┆                                  geometry          
                        │
-    │ utf8view ┆ utf8view ┆                                  geometry          
                        │
-    
╞══════════╪══════════╪════════════════════════════════════════════════════════════════════════════╡
-    │ CA       ┆ CA-NS    ┆ POLYGON((-66.0528452 43.4531336,-66.0883401 
43.3978188,-65.9647654 43.361… │
-    
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ CA       ┆ CA-NS    ┆ POLYGON((-66.0222822 43.5166842,-66.0252286 
43.5100071,-66.0528452 43.453… │
-    
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ CA       ┆ CA-NS    ┆ POLYGON((-65.7451389 43.5336263,-65.7450818 
43.5347004,-65.7449545 43.535… │
-    
└──────────┴──────────┴────────────────────────────────────────────────────────────────────────────┘
+    
┌─────────┬────────┬───────────────────────────────────────────────────────────────────────────────┐
+    │ country ┆ region ┆                                    geometry           
                        │
+    │   utf8  ┆  utf8  ┆                                    geometry           
                        │
+    
╞═════════╪════════╪═══════════════════════════════════════════════════════════════════════════════╡
+    │ CA      ┆ CA-NB  ┆ MULTIPOLYGON(((-67.1074147 44.4817314,-67.1058772 
44.4815007,-67.104319 44.4… │
+    
├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+    │ CA      ┆ CA-NB  ┆ POLYGON((-66.2598821 45.1380421,-66.2599962 
45.1381233,-66.2600591 45.138285… │
+    
├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+    │ CA      ┆ CA-NB  ┆ POLYGON((-66.4595418 45.2215004,-66.4595406 
45.221468,-66.4595396 45.2213915… │
+    
└─────────┴────────┴───────────────────────────────────────────────────────────────────────────────┘
 
 
 You can see it only includes the divisions in the Nova Scotia area.

(sedona-db) branch main updated: docs: update overture date (#361)

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