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The following commit(s) were added to refs/heads/asf-site by this push:
     new 803340d1 Deployed 240898d to latest-snapshot with MkDocs 1.6.1 and 
mike 2.1.3
803340d1 is described below

commit 803340d10ad6327f8aa3942906876aeaa8e35b3e
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Nov 25 02:17:28 2025 +0000

    Deployed 240898d to latest-snapshot with MkDocs 1.6.1 and mike 2.1.3
---
 latest-snapshot/overture-examples.ipynb      | 172 +++++++++++++++++----------
 latest-snapshot/overture-examples/index.html | 108 +++++++++++------
 latest-snapshot/programming-guide.ipynb      |  46 +++----
 latest-snapshot/programming-guide/index.html |  26 ++--
 latest-snapshot/search/search_index.json     |   2 +-
 latest-snapshot/sitemap.xml                  |  26 ++--
 latest-snapshot/sitemap.xml.gz               | Bin 331 -> 331 bytes
 7 files changed, 227 insertions(+), 153 deletions(-)

diff --git a/latest-snapshot/overture-examples.ipynb 
b/latest-snapshot/overture-examples.ipynb
index f76089c8..fa716942 100644
--- a/latest-snapshot/overture-examples.ipynb
+++ b/latest-snapshot/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/latest-snapshot/overture-examples/index.html 
b/latest-snapshot/overture-examples/index.html
index 1cc2b9ba..fddee354 100644
--- a/latest-snapshot/overture-examples/index.html
+++ b/latest-snapshot/overture-examples/index.html
@@ -1434,7 +1434,7 @@
 <blockquote>
 <p>Note: Before running this notebook, ensure that you have installed 
SedonaDB: <code>pip install "apache-sedona[db]"</code></p>
 </blockquote>
-<p>This notebook demonstrates how to query and analyze the <a 
href="https://overturemaps.org/";>Overture Maps</a> dataset using SedonaDB.</p>
+<p>This notebook demonstrates how to query and analyze the <a 
href="https://overturemaps.org/";>Overture Maps</a> dataset using SedonaDB.  See 
<a href="https://docs.overturemaps.org/release-calendar/";>this page</a> to get 
the latest version of the Overture data.</p>
 <p>The notebook explains how to:</p>
 <ul>
 <li>Load Overture data for the <code>buildings</code> and 
<code>divisions</code> themes directly from S3.</li>
@@ -1443,6 +1443,40 @@
 </ul>
 <div class="highlight"><pre><span></span><code><span class="o">%</span><span 
class="n">pip</span> <span class="n">install</span> <span 
class="n">lonboard</span>
 </code></pre></div>
+<div class="codehilite"><pre><span></span><code><span 
class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">lonboard</span><span class="w"> </span><span 
class="ow">in</span><span class="w"> </span><span class="o">/</span><span 
class="n">opt</span><span class="o">/</span><span 
class="n">miniconda3</span><span class="o">/</span><span class="n"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">anywidget</span><span class="o">~=</span><span 
class="mf">0.9</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">min [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">arro3</span><span class="o">-</span><span 
class="n">compute</span><span class="o">&gt;=</span><span 
class="mf">0.4</span><span class="o">.</span><span class="mi">1</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">arro3</span><span class="o">-</span><span class="n">core</span><span 
class="o">&gt;=</span><span class="mf">0.4</span><span class="o">.</span><span 
class="mi">1</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">arro3</span><span class="o">-</span><span class="n">io</span><span 
class="o">&gt;=</span><span class="mf">0.4</span><span class="o">.</span><span 
class="mi">1</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</ [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">geoarrow</span><span class="o">-</span><span 
class="n">rust</span><span class="o">-</span><span class="n">core</span><span 
class="o">&gt;=</span><span class="mf">0.5</span><span class="o">.</span><span 
class="mi">2</span><span class="w"> </span><span class="ow">in</span><span 
class=" [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">ipywidgets</span><span class="o">&gt;=</span><span 
class="mf">7.6</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n" [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">numpy</span><span class="o">&gt;=</span><span 
class="mf">1.14</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">pyproj</span><span class="o">&gt;=</span><span 
class="mf">3.3</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">traitlets</span><span class="o">&gt;=</span><span 
class="mf">5.7</span><span class="o">.</span><span class="mi">1</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">psygnal</span><span class="o">&gt;=</span><span 
class="mf">0.8</span><span class="o">.</span><span class="mi">1</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">mi [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">typing</span><span class="o">-</span><span 
class="n">extensions</span><span class="o">&gt;=</span><span 
class="mf">4.2</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class= [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">comm</span><span class="o">&gt;=</span><span 
class="mf">0.1</span><span class="o">.</span><span class="mi">3</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">minic [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">ipython</span><span class="o">&gt;=</span><span 
class="mf">6.1</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">mi [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">widgetsnbextension</span><span class="o">~=</span><span 
class="mf">4.0</span><span class="o">.</span><span class="mi">14</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span cla 
[...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">jupyterlab_widgets</span><span class="o">~=</span><span 
class="mf">3.0</span><span class="o">.</span><span class="mi">15</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span cla 
[...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">certifi</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class="n">lib</span><span class="o">/</span><span 
class="n" [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">decorator</span><span class="w"> </span><span 
class="ow">in</span><span class="w"> </span><span class="o">/</span><span 
class="n">opt</span><span class="o">/</span><span 
class="n">miniconda3</span><span class="o">/</span><span 
class="n">lib</span><span class="o">/</span><span class=" [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">ipython</span><span class="o">-</span><span 
class="n">pygments</span><span class="o">-</span><span 
class="n">lexers</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">jedi</span><span class="o">&gt;=</span><span 
class="mf">0.16</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class= [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">matplotlib</span><span class="o">-</span><span 
class="n">inline</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span cla [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">pexpect</span><span class="o">&gt;</span><span 
class="mf">4.3</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">prompt_toolkit</span><span class="o">&lt;</span><span 
class="mf">3.1</span><span class="o">.</span><span class="mi">0</span><span 
class="p">,</span><span class="o">&gt;=</span><span class="mf">3.0</span><span 
class="o">.</span><span class="mi">41</span><span class="w"> </span><span c 
[...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">pygments</span><span class="o">&gt;=</span><span 
class="mf">2.4</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">m [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">stack_data</span><span class="w"> </span><span 
class="ow">in</span><span class="w"> </span><span class="o">/</span><span 
class="n">opt</span><span class="o">/</span><span 
class="n">miniconda3</span><span class="o">/</span><span 
class="n">lib</span><span class="o">/</span><span class= [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">parso</span><span class="o">&lt;</span><span 
class="mf">0.9</span><span class="o">.</span><span class="mi">0</span><span 
class="p">,</span><span class="o">&gt;=</span><span class="mf">0.8</span><span 
class="o">.</span><span class="mi">4</span><span class="w"> </span><span 
class="ow"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">ptyprocess</span><span class="o">&gt;=</span><span 
class="mf">0.5</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span c [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">wcwidth</span><span class="w"> </span><span class="ow">in</span><span 
class="w"> </span><span class="o">/</span><span class="n">opt</span><span 
class="o">/</span><span class="n">miniconda3</span><span 
class="o">/</span><span class="n">lib</span><span class="o">/</span><span 
class="n" [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">executing</span><span class="o">&gt;=</span><span 
class="mf">1.2</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">asttokens</span><span class="o">&gt;=</span><span 
class="mf">2.1</span><span class="o">.</span><span class="mi">0</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n"> [...]
+<span class="n">Requirement</span><span class="w"> </span><span 
class="n">already</span><span class="w"> </span><span 
class="n">satisfied</span><span class="p">:</span><span class="w"> </span><span 
class="n">pure</span><span class="o">-</span><span class="n">eval</span><span 
class="w"> </span><span class="ow">in</span><span class="w"> </span><span 
class="o">/</span><span class="n">opt</span><span class="o">/</span><span 
class="n">miniconda3</span><span class="o">/</span><span class="n">l [...]
+<span class="n">Note</span><span class="p">:</span><span class="w"> 
</span><span class="n">you</span><span class="w"> </span><span 
class="n">may</span><span class="w"> </span><span class="n">need</span><span 
class="w"> </span><span class="n">to</span><span class="w"> </span><span 
class="n">restart</span><span class="w"> </span><span class="n">the</span><span 
class="w"> </span><span class="n">kernel</span><span class="w"> </span><span 
class="n">to</span><span class="w"> </span><span class [...]
+</code></pre></div>
+
 <div class="highlight"><pre><span></span><code><span 
class="kn">import</span><span class="w"> </span><span 
class="nn">sedona.db</span>
 <span class="kn">import</span><span class="w"> </span><span 
class="nn">os</span>
 
@@ -1453,7 +1487,7 @@
 </code></pre></div>
 <h2 id="overture-buildings-table">Overture buildings table<a 
class="headerlink" href="#overture-buildings-table" title="Permanent 
link">¶</a></h2>
 <div class="highlight"><pre><span></span><code><span class="n">df</span> <span 
class="o">=</span> <span class="n">sd</span><span class="o">.</span><span 
class="n">read_parquet</span><span class="p">(</span>
-    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=buildings/type=building/"</span>
+    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=buildings/type=building/"</span>
 <span class="p">)</span>
 </code></pre></div>
 <div class="highlight"><pre><span></span><code><span class="n">df</span><span 
class="o">.</span><span class="n">limit</span><span class="p">(</span><span 
class="mi">10</span><span class="p">)</span><span class="o">.</span><span 
class="n">show</span><span class="p">()</span>
@@ -1462,25 +1496,25 @@
 │                  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… ┆ … ┆             │
 
└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘
 </code></pre></div>
 
@@ -1498,7 +1532,7 @@
 │  count(*)  │
 │    int64   │
 ╞════════════╡
-│ 2539170484 │
+│ 2541497985 │
 └────────────┘
 </code></pre></div>
 
@@ -1510,7 +1544,7 @@
 <span class="w">  </span><span class="n">geometry</span><span 
class="p">:</span><span class="w"> </span><span class="n">geometry</span><span 
class="o">&lt;</span><span class="n">WkbView</span><span 
class="p">(</span><span class="n">ogc</span><span class="p">:</span><span 
class="n">crs84</span><span class="p">)</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="n">bbox</span><span 
class="p">:</span><span class="w"> </span><span class="n">struct</span><span 
class="o">&lt;</span><span class="n">Struct</span><span class="p">(</span><span 
class="n">xmin</span><span class="w"> </span><span 
class="n">Float32</span><span class="p">,</span><span class="w"> </span><span 
class="n">xmax</span><span class="w"> </span><span 
class="n">Float32</span><span class="p">,</span><span class="w"> </span><span 
class="n">ymin</spa [...]
 <span class="w">  </span><span class="n">version</span><span 
class="p">:</span><span class="w"> </span><span class="n">int32</span><span 
class="o">&lt;</span><span class="n">Int32</span><span class="o">&gt;</span>
-<span class="w">  </span><span class="n">sources</span><span 
class="p">:</span><span class="w"> </span><span class="n">list</span><span 
class="o">&lt;</span><span class="n">List</span><span class="p">(</span><span 
class="n">Field</span><span class="w"> </span><span class="p">{</span><span 
class="w"> </span><span class="n">name</span><span class="p">:</span><span 
class="w"> </span><span class="s2">"element"</span><span 
class="p">,</span><span class="w"> </span><span class="n">data_type</s [...]
+<span class="w">  </span><span class="n">sources</span><span 
class="p">:</span><span class="w"> </span><span class="n">list</span><span 
class="o">&lt;</span><span class="n">List</span><span class="p">(</span><span 
class="n">Field</span><span class="w"> </span><span class="p">{</span><span 
class="w"> </span><span class="n">name</span><span class="p">:</span><span 
class="w"> </span><span class="s2">"element"</span><span 
class="p">,</span><span class="w"> </span><span class="n">data_type</s [...]
 <span class="w">  </span><span class="n">level</span><span 
class="p">:</span><span class="w"> </span><span class="n">int32</span><span 
class="o">&lt;</span><span class="n">Int32</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="n">subtype</span><span 
class="p">:</span><span class="w"> </span><span class="n">utf8</span><span 
class="o">&lt;</span><span class="n">Utf8View</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="k">class</span><span 
class="p">:</span><span class="w"> </span><span class="n">utf8</span><span 
class="o">&lt;</span><span class="n">Utf8View</span><span class="o">&gt;</span>
@@ -1561,21 +1595,21 @@
 │            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… │
 
└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘
 </code></pre></div>
 
 <h2 id="overture-divisions-table">Overture divisions table<a 
class="headerlink" href="#overture-divisions-table" title="Permanent 
link">¶</a></h2>
 <div class="highlight"><pre><span></span><code><span class="n">df</span> <span 
class="o">=</span> <span class="n">sd</span><span class="o">.</span><span 
class="n">read_parquet</span><span class="p">(</span>
-    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/"</span>
+    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/"</span>
 <span class="p">)</span>
 </code></pre></div>
 <div class="highlight"><pre><span></span><code><span class="c1"># inspect a 
few rows of the data</span>
@@ -1585,25 +1619,25 @@
 <span class="err">│</span><span class="w">        </span><span 
class="n">id</span><span class="w">       </span><span 
class="err">┆</span><span class="w">    </span><span 
class="n">geometry</span><span class="w">    </span><span 
class="err">┆</span><span class="w">      </span><span 
class="n">bbox</span><span class="w">      </span><span 
class="err">┆</span><span class="w"> </span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span cl 
[...]
 <span class="err">│</span><span class="w">       </span><span 
class="n">utf8</span><span class="w">      </span><span 
class="err">┆</span><span class="w">    </span><span 
class="n">geometry</span><span class="w">    </span><span 
class="err">┆</span><span class="w">     </span><span 
class="k">struct</span><span class="w">     </span><span 
class="err">┆</span><span class="w">   </span><span class="err">┆</span><span 
class="w">     </span><span class="n">boolean</span><span class="w">    </ [...]
 <span 
class="err">╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">ae415364</span><span class="o">-</span><span class="mh">9</span><span 
class="n">d06</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">MULTIPOLYGON</span><span class="p">(</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="p">{</span><span class="nl">xmin:</span> [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">3665</span><span class="n">c36d</span><span class="o">-</span><span 
class="n">d3a9</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">d712e9e1</span><span class="o">-</span><span 
class="mh">84</span><span class="n">c6</span><span class="o">-</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">18</span><span class="n">a69439</span><span class="o">-</span><span 
class="n">a1da</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">bee9663a</span><span class="o">-</span><span 
class="n">af50</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span 
class="nl">xmin:</span> [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">7</span><span class="n">d0f6d37</span><span class="o">-</span><span 
class="n">bb55</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">a083b661</span><span class="o">-</span><span 
class="n">eb7b</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.4</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span 
class="nl">xmin:</span> [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mf">3f480ff</span><span class="mh">6</span><span class="o">-</span><span 
class="mh">6361</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><sp [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="mh">83</span><span class="n">ef05fa</span><span class="o">-</span><span 
class="mh">43</span><span class="n">ad</span><span class="o">-</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">31</span><span class="n">c3ab5e</span><span class="o">-</span><span 
class="n">eb6f</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="mh">4</span><span class="n">d01e5b4</span><span class="o">-</span><span 
class="mf">86f</span><span class="mh">9</span><span class="o">-</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><spa [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mf">308517e6</span><span class="o">-</span><span 
class="mh">64</span><span class="n">b4</span><span class="o">-</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><spa [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">c2a12db9</span><span class="o">-</span><span 
class="n">a1d0</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span 
class="nl">xmin:</span> [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mf">646e5</span><span class="n">b1f</span><span class="o">-</span><span 
class="n">b76a</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="mh">7</span><span class="n">c290d7b</span><span class="o">-</span><span 
class="mf">3f7f</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><spa [...]
+<span class="err">│</span><span class="w"> </span><span 
class="n">f2809a49</span><span class="o">-</span><span 
class="mh">1082</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span 
class="nl">xmin:</span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="mf">579063f</span><span class="mh">0</span><span class="o">-</span><span 
class="n">f751</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><spa [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">72</span><span class="n">b27245</span><span class="o">-</span><span 
class="n">c7fd</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.5</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
 <span 
class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="mh">675</span><span class="n">aab04</span><span class="o">-</span><span 
class="n">ed91</span><span class="o">-</span><span class="err">…</span><span 
class="w"> </span><span class="err">┆</span><span class="w"> </span><span 
class="n">POLYGON</span><span class="p">((</span><span 
class="mf">29.6</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span class="p">{</span><span [...]
+<span class="err">│</span><span class="w"> </span><span 
class="mh">815855</span><span class="n">d9</span><span class="o">-</span><span 
class="mh">05</span><span class="n">d0</span><span class="o">-</span><span 
class="err">…</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="mf">12.4</span><span class="err">…</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span [...]
 <span 
class="err">└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘</span>
 </code></pre></div>
 
@@ -1619,7 +1653,7 @@
 │ count(*) │
 │   int64  │
 ╞══════════╡
-│  1035749 │
+│  1052542 │
 └──────────┘
 </code></pre></div>
 
@@ -1631,7 +1665,7 @@
 <span class="w">  </span><span class="n">bbox</span><span 
class="p">:</span><span class="w"> </span><span class="n">struct</span><span 
class="o">&lt;</span><span class="n">Struct</span><span class="p">(</span><span 
class="n">xmin</span><span class="w"> </span><span 
class="n">Float32</span><span class="p">,</span><span class="w"> </span><span 
class="n">xmax</span><span class="w"> </span><span 
class="n">Float32</span><span class="p">,</span><span class="w"> </span><span 
class="n">ymin</spa [...]
 <span class="w">  </span><span class="n">country</span><span 
class="p">:</span><span class="w"> </span><span class="n">utf8</span><span 
class="o">&lt;</span><span class="n">Utf8View</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="n">version</span><span 
class="p">:</span><span class="w"> </span><span class="n">int32</span><span 
class="o">&lt;</span><span class="n">Int32</span><span class="o">&gt;</span>
-<span class="w">  </span><span class="n">sources</span><span 
class="p">:</span><span class="w"> </span><span class="n">list</span><span 
class="o">&lt;</span><span class="n">List</span><span class="p">(</span><span 
class="n">Field</span><span class="w"> </span><span class="p">{</span><span 
class="w"> </span><span class="n">name</span><span class="p">:</span><span 
class="w"> </span><span class="s2">"element"</span><span 
class="p">,</span><span class="w"> </span><span class="n">data_type</s [...]
+<span class="w">  </span><span class="n">sources</span><span 
class="p">:</span><span class="w"> </span><span class="n">list</span><span 
class="o">&lt;</span><span class="n">List</span><span class="p">(</span><span 
class="n">Field</span><span class="w"> </span><span class="p">{</span><span 
class="w"> </span><span class="n">name</span><span class="p">:</span><span 
class="w"> </span><span class="s2">"element"</span><span 
class="p">,</span><span class="w"> </span><span class="n">data_type</s [...]
 <span class="w">  </span><span class="n">subtype</span><span 
class="p">:</span><span class="w"> </span><span class="n">utf8</span><span 
class="o">&lt;</span><span class="n">Utf8View</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="k">class</span><span 
class="p">:</span><span class="w"> </span><span class="n">utf8</span><span 
class="o">&lt;</span><span class="n">Utf8View</span><span class="o">&gt;</span>
 <span class="w">  </span><span class="n">names</span><span 
class="p">:</span><span class="w"> </span><span class="n">struct</span><span 
class="o">&lt;</span><span class="n">Struct</span><span class="p">(</span><span 
class="n">primary</span><span class="w"> </span><span 
class="n">Utf8</span><span class="p">,</span><span class="w"> </span><span 
class="n">common</span><span class="w"> </span><span class="n">Map</span><span 
class="p">(</span><span class="n">Field</span><span class="w"> </spa [...]
@@ -1672,12 +1706,12 @@
 │ __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
 </code></pre></div>
 
 <h2 id="visualize-the-results-with-lonboard">Visualize the results with 
lonboard<a class="headerlink" href="#visualize-the-results-with-lonboard" 
title="Permanent link">¶</a></h2>
@@ -1709,7 +1743,7 @@ Wall time: 3.14 ms
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg"; viewBox="0 0 24 24"><path d="M21 
13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 
0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 
2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 
9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 
7.5 7.1 7.9l-.1.2z"></path></svg>
     </span>
-    <span class="git-revision-date-localized-plugin 
git-revision-date-localized-plugin-datetime" title="September 25, 2025 04:07:16 
UTC">September 25, 2025 04:07:16</span>
+    <span class="git-revision-date-localized-plugin 
git-revision-date-localized-plugin-datetime" title="November 25, 2025 02:13:58 
UTC">November 25, 2025 02:13:58</span>
   </span>
 
     
diff --git a/latest-snapshot/programming-guide.ipynb 
b/latest-snapshot/programming-guide.ipynb
index db15b7d2..6a3459c4 100644
--- a/latest-snapshot/programming-guide.ipynb
+++ b/latest-snapshot/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/latest-snapshot/programming-guide/index.html 
b/latest-snapshot/programming-guide/index.html
index ac78c68c..e1c0b8c3 100644
--- a/latest-snapshot/programming-guide/index.html
+++ b/latest-snapshot/programming-guide/index.html
@@ -1544,13 +1544,13 @@
 <p>Check the type of the DataFrame.</p>
 <div class="highlight"><pre><span></span><code><span 
class="nb">type</span><span class="p">(</span><span class="n">df</span><span 
class="p">)</span>
 </code></pre></div>
-<div class="codehilite"><pre><span></span><code>sedona.db.dataframe.DataFrame
+<div class="codehilite"><pre><span></span><code>sedonadb.dataframe.DataFrame
 </code></pre></div>
 
 <p><strong>Create SedonaDB DataFrame from files in S3</strong></p>
 <p>For most production applications, you will create SedonaDB DataFrames by 
reading data from a file.  Let's see how to read GeoParquet files in AWS S3 
into a SedonaDB DataFrame.</p>
 <div class="highlight"><pre><span></span><code><span class="n">sd</span><span 
class="o">.</span><span class="n">read_parquet</span><span class="p">(</span>
-    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-08-20.0/theme=divisions/type=division_area/"</span><span
 class="p">,</span>
+    <span 
class="s2">"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/"</span><span
 class="p">,</span>
     <span class="n">options</span><span class="o">=</span><span 
class="p">{</span><span class="s2">"aws.skip_signature"</span><span 
class="p">:</span> <span class="kc">True</span><span class="p">,</span> <span 
class="s2">"aws.region"</span><span class="p">:</span> <span 
class="s2">"us-west-2"</span><span class="p">},</span>
 <span class="p">)</span><span class="o">.</span><span 
class="n">to_view</span><span class="p">(</span><span 
class="s2">"division_area"</span><span class="p">)</span>
 </code></pre></div>
@@ -1595,16 +1595,16 @@
 
 <span class="n">ns</span><span class="o">.</span><span 
class="n">show</span><span class="p">(</span><span class="mi">3</span><span 
class="p">)</span>
 </code></pre></div>
-<div class="codehilite"><pre><span></span><code><span 
class="err">┌──────────┬──────────┬────────────────────────────────────────────────────────────────────────────┐</span>
-<span class="err">│</span><span class="w">  </span><span 
class="n">country</span><span class="w"> </span><span class="err">┆</span><span 
class="w">  </span><span class="n">region</span><span class="w">  </span><span 
class="err">┆</span><span class="w">                                  
</span><span class="n">geometry</span><span class="w">                          
        </span><span class="err">│</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">utf8view</span><span class="w"> </span><span 
class="err">┆</span><span class="w"> </span><span 
class="n">utf8view</span><span class="w"> </span><span 
class="err">┆</span><span class="w">                                  
</span><span class="n">geometry</span><span class="w">                          
        </span><span class="err">│</span>
-<span 
class="err">╞══════════╪══════════╪════════════════════════════════════════════════════════════════════════════╡</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">       </span><span 
class="err">┆</span><span class="w"> </span><span class="n">CA</span><span 
class="o">-</span><span class="n">NS</span><span class="w">    </span><span 
class="err">┆</span><span class="w"> </span><span class="n">POLYGON</span><span 
class="p">((</span><span class="o">-</span><span 
class="mf">66.0528452</span><span class="w"> </span><span 
class="mf">43.4531336</span><span class="p" [...]
-<span 
class="err">├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">       </span><span 
class="err">┆</span><span class="w"> </span><span class="n">CA</span><span 
class="o">-</span><span class="n">NS</span><span class="w">    </span><span 
class="err">┆</span><span class="w"> </span><span class="n">POLYGON</span><span 
class="p">((</span><span class="o">-</span><span 
class="mf">66.0222822</span><span class="w"> </span><span 
class="mf">43.5166842</span><span class="p" [...]
-<span 
class="err">├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">       </span><span 
class="err">┆</span><span class="w"> </span><span class="n">CA</span><span 
class="o">-</span><span class="n">NS</span><span class="w">    </span><span 
class="err">┆</span><span class="w"> </span><span class="n">POLYGON</span><span 
class="p">((</span><span class="o">-</span><span 
class="mf">65.7451389</span><span class="w"> </span><span 
class="mf">43.5336263</span><span class="p" [...]
-<span 
class="err">└──────────┴──────────┴────────────────────────────────────────────────────────────────────────────┘</span>
+<div class="codehilite"><pre><span></span><code><span 
class="err">┌─────────┬────────┬───────────────────────────────────────────────────────────────────────────────┐</span>
+<span class="err">│</span><span class="w"> </span><span 
class="n">country</span><span class="w"> </span><span class="err">┆</span><span 
class="w"> </span><span class="n">region</span><span class="w"> </span><span 
class="err">┆</span><span class="w">                                    
</span><span class="n">geometry</span><span class="w">                          
         </span><span class="err">│</span>
+<span class="err">│</span><span class="w">   </span><span 
class="n">utf8</span><span class="w">  </span><span class="err">┆</span><span 
class="w">  </span><span class="n">utf8</span><span class="w">  </span><span 
class="err">┆</span><span class="w">                                    
</span><span class="n">geometry</span><span class="w">                          
         </span><span class="err">│</span>
+<span 
class="err">╞═════════╪════════╪═══════════════════════════════════════════════════════════════════════════════╡</span>
+<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">      </span><span class="err">┆</span><span 
class="w"> </span><span class="n">CA</span><span class="o">-</span><span 
class="n">NB</span><span class="w">  </span><span class="err">┆</span><span 
class="w"> </span><span class="n">MULTIPOLYGON</span><span 
class="p">(((</span><span class="o">-</span><span 
class="mf">67.1074147</span><span class="w"> </span><span 
class="mf">44.4817314</span><span class= [...]
+<span 
class="err">├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">      </span><span class="err">┆</span><span 
class="w"> </span><span class="n">CA</span><span class="o">-</span><span 
class="n">NB</span><span class="w">  </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="o">-</span><span class="mf">66.2598821</span><span class="w"> 
</span><span class="mf">45.1380421</span><span class="p">,< [...]
+<span 
class="err">├╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span 
class="n">CA</span><span class="w">      </span><span class="err">┆</span><span 
class="w"> </span><span class="n">CA</span><span class="o">-</span><span 
class="n">NB</span><span class="w">  </span><span class="err">┆</span><span 
class="w"> </span><span class="n">POLYGON</span><span class="p">((</span><span 
class="o">-</span><span class="mf">66.4595418</span><span class="w"> 
</span><span class="mf">45.2215004</span><span class="p">,< [...]
+<span 
class="err">└─────────┴────────┴───────────────────────────────────────────────────────────────────────────────┘</span>
 </code></pre></div>
 
 <p>You can see it only includes the divisions in the Nova Scotia area.</p>
@@ -1697,7 +1697,7 @@
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg"; viewBox="0 0 24 24"><path d="M21 
13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 
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2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 
9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 
7.5 7.1 7.9l-.1.2z"></path></svg>
     </span>
-    <span class="git-revision-date-localized-plugin 
git-revision-date-localized-plugin-datetime" title="September 24, 2025 01:21:10 
UTC">September 24, 2025 01:21:10</span>
+    <span class="git-revision-date-localized-plugin 
git-revision-date-localized-plugin-datetime" title="November 25, 2025 02:13:58 
UTC">November 25, 2025 02:13:58</span>
   </span>
 
     
diff --git a/latest-snapshot/search/search_index.json 
b/latest-snapshot/search/search_index.json
index 0f52ee77..06d96210 100644
--- a/latest-snapshot/search/search_index.json
+++ b/latest-snapshot/search/search_index.json
@@ -1 +1 @@
-{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text":{"boost":1.0},"tags":{"boost":1000000.0}}},"docs":[{"location":"","title":"Introducing
 SedonaDB","text":"<p>SedonaDB is an open-source single-node analytical 
database engine with geospatial as a first-class citizen. It aims to deliver 
the fastest spatial analytics query speed and the most comprehensive function 
coverage available.</p> <p>SedonaDB is perfect for process [...]
\ No newline at end of file
+{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text":{"boost":1.0},"tags":{"boost":1000000.0}}},"docs":[{"location":"","title":"Introducing
 SedonaDB","text":"<p>SedonaDB is an open-source single-node analytical 
database engine with geospatial as a first-class citizen. It aims to deliver 
the fastest spatial analytics query speed and the most comprehensive function 
coverage available.</p> <p>SedonaDB is perfect for process [...]
\ No newline at end of file
diff --git a/latest-snapshot/sitemap.xml b/latest-snapshot/sitemap.xml
index bc2e3438..5901f77f 100644
--- a/latest-snapshot/sitemap.xml
+++ b/latest-snapshot/sitemap.xml
@@ -2,54 +2,54 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9";>
     <url>
          <loc>https://sedona.apache.org/sedonadb/latest/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/contributors-guide/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          <loc>https://sedona.apache.org/sedonadb/latest/crs-examples/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          <loc>https://sedona.apache.org/sedonadb/latest/delta-lake/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/geopandas-interop/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/overture-examples/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/programming-guide/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/quickstart-python/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/working-with-parquet-files/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/working-with-sql-sedonadb/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          <loc>https://sedona.apache.org/sedonadb/latest/reference/python/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          
<loc>https://sedona.apache.org/sedonadb/latest/reference/sql-joins/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
     <url>
          <loc>https://sedona.apache.org/sedonadb/latest/reference/sql/</loc>
-         <lastmod>2025-11-24</lastmod>
+         <lastmod>2025-11-25</lastmod>
     </url>
 </urlset>
\ No newline at end of file
diff --git a/latest-snapshot/sitemap.xml.gz b/latest-snapshot/sitemap.xml.gz
index 8ff49f58..7a984d2b 100644
Binary files a/latest-snapshot/sitemap.xml.gz and 
b/latest-snapshot/sitemap.xml.gz differ

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