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Posted to commits@sedona.apache.org by gi...@apache.org on 2026/02/23 22:34:14 UTC
(sedona-db) branch asf-site updated: Deployed ad6d474a to latest-snapshot with MkDocs 1.6.1 and mike 2.1.3
This is an automated email from the ASF dual-hosted git repository.
github-bot pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/sedona-db.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 7edcfda4 Deployed ad6d474a to latest-snapshot with MkDocs 1.6.1 and mike 2.1.3
7edcfda4 is described below
commit 7edcfda4cf9e4a06b1f614eef2e1cd4a032b1a56
Author: GitHub Actions <ac...@github.com>
AuthorDate: Mon Feb 23 22:34:09 2026 +0000
Deployed ad6d474a to latest-snapshot with MkDocs 1.6.1 and mike 2.1.3
---
latest-snapshot/overture-examples.ipynb | 601 +++++++++------------
latest-snapshot/overture-examples/index.html | 454 +++++++---------
.../_matplotlib_defaults.cpython-314.pyc | Bin 425 -> 425 bytes
.../sql/__pycache__/_render_meta.cpython-314.pyc | Bin 9233 -> 9233 bytes
latest-snapshot/reference/sql/index.html | 2 +-
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latest-snapshot/search/search_index.json | 2 +-
145 files changed, 571 insertions(+), 766 deletions(-)
diff --git a/latest-snapshot/overture-examples.ipynb b/latest-snapshot/overture-examples.ipynb
index f542a6d0..f312d861 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. See [this page](https://docs.overturemaps.org/release-calendar/) to get the latest version of the Overture data.\n",
+ "This notebook demonstrates how to query and analyze the [Overture Maps](https://overturemaps.org/) dataset using SedonaDB. \n",
"\n",
"The notebook explains how to:\n",
"\n",
@@ -39,534 +39,429 @@
},
{
"cell_type": "code",
- "execution_count": 19,
- "id": "c5e580ff",
- "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": 2,
+ "execution_count": 1,
"id": "6d6fa0ab-b4ed-4e60-b099-a1af0998b486",
"metadata": {},
"outputs": [],
"source": [
"import sedona.db\n",
- "import os\n",
- "\n",
- "os.environ[\"AWS_SKIP_SIGNATURE\"] = \"true\"\n",
- "os.environ[\"AWS_DEFAULT_REGION\"] = \"us-west-2\"\n",
"\n",
"sd = sedona.db.connect()"
]
},
{
"cell_type": "markdown",
- "id": "4f44adfb-2973-4a65-b4f2-d24b28700b79",
+ "id": "4d7e32aa",
"metadata": {},
"source": [
- "## Overture buildings table"
+ "## Overture divisions\n",
+ "\n",
+ "Let's load a table! Like any local or remote collection of Parquet files, we can use `sd.read_parquet()`. This is a lazy operation, fetching only metadata required to calculate a table schema. To reduce the number of times this needs to happen (and make the resulting DataFrame easier to reference in SQL), we use `.to_view()`.\n",
+ "\n",
+ "> Overture removes old releases. See [this page](https://docs.overturemaps.org/release-calendar/#current-release) to see the latest version number and replace the relevant portion of the URL below."
]
},
{
"cell_type": "code",
- "execution_count": 3,
- "id": "52855769-4872-472a-9c42-afced3d85ca8",
+ "execution_count": 2,
+ "id": "a205670e",
"metadata": {},
"outputs": [],
"source": [
- "df = sd.read_parquet(\n",
- " \"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=buildings/type=building/\"\n",
- ")"
+ "sd.read_parquet(\n",
+ " \"s3://overturemaps-us-west-2/release/2026-02-18.0/theme=divisions/type=division_area/\",\n",
+ " options={\"aws.skip_signature\": True, \"aws.region\": \"us-west-2\"},\n",
+ ").to_view(\"divisions\")"
]
},
{
- "cell_type": "code",
- "execution_count": 4,
- "id": "b45b5e5c-64ed-49ba-a8aa-9f2292f617c6",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "┌──────────────────────────────────────┬─────────────────────────────────────────┬───┬─────────────┐\n",
- "│ id ┆ geometry ┆ … ┆ roof_height │\n",
- "│ utf8 ┆ geometry ┆ ┆ float64 │\n",
- "╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡\n",
- "│ 85b47da4-1b8d-4132-ac6c-d8dc14fab4b8 ┆ POLYGON((-6.4292972 54.8290034,-6.4291… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ ec12e345-d44d-4e40-8e08-e1e6e68d4d17 ┆ POLYGON((-6.430836 54.8299412,-6.43095… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 285f9ff9-2d6d-409c-b214-74992c8d7e7d ┆ POLYGON((-6.4311579 54.8300247,-6.4313… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ abedfc7c-e5fd-4a29-931e-da77b610d02d ┆ POLYGON((-6.4321833 54.8294427,-6.4322… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ a203a2c6-e130-4979-a7d5-8a059c6f31fd ┆ POLYGON((-6.4300627 54.829276,-6.43006… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 1d14caf6-b12d-486e-87dd-feef82fba9a7 ┆ POLYGON((-6.4301786 54.8281533,-6.4299… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 4b1e67cf-7355-439b-9a31-46a50f3ee227 ┆ POLYGON((-6.4298614 54.8278977,-6.4299… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 06de994e-efd4-4a1c-8a20-b4e883904cb2 ┆ POLYGON((-6.4296383 54.827599,-6.42956… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ ea0b2ea6-7c52-4395-9baa-bc023c7d3166 ┆ POLYGON((-6.4296844 54.8277379,-6.4296… ┆ … ┆ │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 49f022ef-5574-4613-ae54-af139666fde3 ┆ POLYGON((-6.4296843 54.8278169,-6.4296… ┆ … ┆ │\n",
- "└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘\n"
- ]
- }
- ],
- "source": [
- "df.limit(10).show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "e37a023e-0e80-403a-a65b-b5a190004f72",
+ "cell_type": "markdown",
+ "id": "83a37848",
"metadata": {},
- "outputs": [],
"source": [
- "df.to_view(\"buildings\")"
+ "We can preview the first few rows using `.show()`. Because this is a lazy operation and we've already cached the schema using `.to_view()`, this only takes a few seconds."
]
},
{
"cell_type": "code",
- "execution_count": 6,
- "id": "ebfe4776-e08f-4f38-97fc-fca8ec6fc364",
+ "execution_count": 3,
+ "id": "62c19bf2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "┌────────────┐\n",
- "│ count(*) │\n",
- "│ int64 │\n",
- "╞════════════╡\n",
- "│ 2541497985 │\n",
- "└────────────┘\n"
+ "┌───────────────┬───────────────┬──────────────┬─────────┬───┬────────┬─────────────┬──────────────┐\n",
+ "│ id ┆ geometry ┆ bbox ┆ country ┆ … ┆ region ┆ admin_level ┆ division_id │\n",
+ "│ utf8 ┆ geometry ┆ struct ┆ utf8 ┆ ┆ utf8 ┆ int32 ┆ utf8 │\n",
+ "╞═══════════════╪═══════════════╪══════════════╪═════════╪═══╪════════╪═════════════╪══════════════╡\n",
+ "│ a5c573c4-022… ┆ POLYGON((-49… ┆ {xmin: -49.… ┆ BR ┆ … ┆ BR-PR ┆ ┆ 388a8056-ee… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ cf523f8c-c26… ┆ POLYGON((-49… ┆ {xmin: -49.… ┆ BR ┆ … ┆ BR-PR ┆ ┆ 068ef37e-3b… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ 8ace3d06-b8a… ┆ POLYGON((-49… ┆ {xmin: -49.… ┆ BR ┆ … ┆ BR-PR ┆ ┆ 7238aeb3-b8… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ b26d2cba-b54… ┆ POLYGON((-49… ┆ {xmin: -49.… ┆ BR ┆ … ┆ BR-PR ┆ ┆ 3c2dc8fc-79… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ 20103725-17c… ┆ POLYGON((-49… ┆ {xmin: -49.… ┆ BR ┆ … ┆ BR-PR ┆ ┆ 45037e82-de… │\n",
+ "└───────────────┴───────────────┴──────────────┴─────────┴───┴────────┴─────────────┴──────────────┘\n"
]
}
],
"source": [
- "# the buildings table is large and contains billions of rows\n",
- "sd.sql(\"\"\"\n",
- "SELECT\n",
- " COUNT(*)\n",
- "FROM\n",
- " buildings\n",
- "\"\"\").show()"
+ "sd.view(\"divisions\").show(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "06fa447a",
+ "metadata": {},
+ "source": [
+ "The default view of the data hides some columns to ensure the entire output can be shown. To look at all the columns with type details, use `.schema`:"
]
},
{
"cell_type": "code",
- "execution_count": 7,
- "id": "b73f670d-0d10-4a7a-bfc7-e2abe5d9edd2",
+ "execution_count": 4,
+ "id": "471fd72f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "SedonaSchema with 24 fields:\n",
+ "SedonaSchema with 14 fields:\n",
" id: utf8<Utf8View>\n",
" geometry: geometry<WkbView(ogc:crs84)>\n",
- " bbox: struct<Struct(xmin Float32, xmax Float32, ymin Float32, ymax Float32)>\n",
+ " 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: \"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",
+ " sources: list<List(Struct(\"property\": Utf8, \"dataset\": Utf8, \"license\": Utf8, \"record_id\": Utf8, \"update_time\": Utf8, \"confidence\": Float64, \"between\": List(Float64, field: 'element')), field: 'element')>\n",
" subtype: utf8<Utf8View>\n",
" class: utf8<Utf8View>\n",
- " height: float64<Float64>\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 [...]
- " has_parts: boolean<Boolean>\n",
- " is_underground: boolean<Boolean>\n",
- " num_floors: int32<Int32>\n",
- " num_floors_underground: int32<Int32>\n",
- " min_height: float64<Float64>\n",
- " min_floor: int32<Int32>\n",
- " facade_color: utf8<Utf8View>\n",
- " facade_material: utf8<Utf8View>\n",
- " roof_material: utf8<Utf8View>\n",
- " roof_shape: utf8<Utf8View>\n",
- " roof_direction: float64<Float64>\n",
- " roof_orientation: utf8<Utf8View>\n",
- " roof_color: utf8<Utf8View>\n",
- " roof_height: float64<Float64>"
+ " names: struct<Struct(\"primary\": Utf8, \"common\": Map(\"key_value\": non-null Struct(\"key\": non-null Utf8, \"value\": Utf8), unsorted), \"rules\": List(Struct(\"variant\": Utf8, \"language\": Utf8, \"perspectives\": Struct(\"mode\": Utf8, \"countries\": List(Utf8, field: 'element')), \"value\": Utf8, \"between\": List(Float64, field: 'element'), \"side\": Utf8), field: 'element'))>\n",
+ " is_land: boolean<Boolean>\n",
+ " is_territorial: boolean<Boolean>\n",
+ " region: utf8<Utf8View>\n",
+ " admin_level: int32<Int32>\n",
+ " division_id: utf8<Utf8View>"
]
},
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "# check out the schema of the buildings table to see what it contains\n",
- "df.schema"
+ "sd.view(\"divisions\").schema"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "925a4b10",
+ "metadata": {},
+ "source": [
+ "Overture data makes heavy use of nested types. These can be indexed into or expanded using SQL:"
]
},
{
"cell_type": "code",
- "execution_count": 8,
- "id": "68d1b68c-dd26-45c2-944f-61138b212943",
+ "execution_count": 5,
+ "id": "85710387",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "┌─────────────────────────┬────────────────────┬────────────┬────────────┬─────────────────────────┐\n",
- "│ id ┆ height ┆ num_floors ┆ roof_shape ┆ centroid │\n",
- "│ utf8 ┆ float64 ┆ int32 ┆ utf8 ┆ geometry │\n",
- "╞═════════════════════════╪════════════════════╪════════════╪════════════╪═════════════════════════╡\n",
- "│ aa8e3a73-c72c-4f1a-b6e… ┆ 20.38205909729004 ┆ ┆ ┆ POINT(-74.187673580307… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ efe7616b-7f7e-464c-9ce… ┆ 26.18361473083496 ┆ ┆ ┆ POINT(-74.189040982134… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ b3f734a1-325b-4e8c-b1d… ┆ 27.025876998901367 ┆ ┆ ┆ POINT(-74.2558161 40.8… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 45d88655-e2f4-4a08-926… ┆ 25.485210418701172 ┆ ┆ ┆ POINT(-74.182252194444… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 31e8353c-7d5b-4b20-94e… ┆ 21.294815063476562 ┆ ┆ ┆ POINT(-74.197113787905… │\n",
- "└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘\n"
+ "┌────────────────────────────────────┬─────────────────────────────────────────────────────────────┐\n",
+ "│ name ┆ geometry │\n",
+ "│ utf8 ┆ geometry │\n",
+ "╞════════════════════════════════════╪═════════════════════════════════════════════════════════════╡\n",
+ "│ Sable Island National Park Reserve ┆ POLYGON((-60.178333 43.9824655,-60.1785682 43.9825425,-60.… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Sable Island ┆ POLYGON((-59.7744732 44.2254616,-59.7928902 44.2173253,-59… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Halifax Regional Municipality ┆ MULTIPOLYGON(((-59.7321078 44.2390248,-59.7502166 44.23385… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ West Liscomb ┆ POLYGON((-62.0615594 45.0023306,-62.0621839 45.0024475,-62… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Marie Joseph ┆ POLYGON((-61.9911914 44.95646,-61.9912383 44.9579526,-61.9… │\n",
+ "└────────────────────────────────────┴─────────────────────────────────────────────────────────────┘\n"
]
}
],
"source": [
- "# find all the buildings in New York City that are taller than 20 meters\n",
- "nyc_bbox_wkt = (\n",
- " \"POLYGON((-74.2591 40.4774, -74.2591 40.9176, -73.7004 40.9176, \"\n",
- " \"-73.7004 40.4774, -74.2591 40.4774))\"\n",
- ")\n",
- "sd.sql(f\"\"\"\n",
- "SELECT\n",
- " id,\n",
- " height,\n",
- " num_floors,\n",
- " roof_shape,\n",
- " ST_Centroid(geometry) as centroid\n",
- "FROM\n",
- " buildings\n",
- "WHERE\n",
- " is_underground = FALSE\n",
- " AND height IS NOT NULL\n",
- " AND height > 20\n",
- " AND ST_Intersects(\n",
- " geometry,\n",
- " ST_GeomFromText('{nyc_bbox_wkt}', 4326)\n",
- " )\n",
- "LIMIT 5;\n",
- "\"\"\").show()"
+ "sd.sql(\n",
+ " \"SELECT names.primary AS name, geometry FROM divisions WHERE region = 'CA-NS'\"\n",
+ ").show(5)"
]
},
{
"cell_type": "markdown",
- "id": "e07fcdc1-962b-4dce-90cb-bf715432e299",
+ "id": "3141209b",
"metadata": {},
"source": [
- "## Overture divisions table"
+ "Like all remote tables, it is worth resolving a query into a concrete local table to avoid fetching unnecessary data on repeated queries. The `.to_memtable()` method can be used to resolve a remote table into memory (great for small results); `.to_parquet()` can be used to resolve a remote table to disk (great for medium to large results)."
]
},
{
"cell_type": "code",
- "execution_count": 9,
- "id": "d9f122d3-4d90-46b0-ab9a-259a71cc423b",
- "metadata": {},
- "outputs": [],
- "source": [
- "df = sd.read_parquet(\n",
- " \"s3://overturemaps-us-west-2/release/2025-11-19.0/theme=divisions/type=division_area/\"\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "19a75b19-0b56-4167-b3f1-73a171ecc480",
+ "execution_count": 6,
+ "id": "25aae0de",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "┌─────────────────┬────────────────┬────────────────┬───┬────────────────┬────────┬────────────────┐\n",
- "│ id ┆ geometry ┆ bbox ┆ … ┆ is_territorial ┆ region ┆ division_id │\n",
- "│ utf8 ┆ geometry ┆ struct ┆ ┆ boolean ┆ utf8 ┆ utf8 │\n",
- "╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡\n",
- "│ 3665c36d-d3a9-… ┆ POLYGON((12.5… ┆ {xmin: 12.455… ┆ … ┆ true ┆ IT-34 ┆ f05aa29f-151f… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 18a69439-a1da-… ┆ POLYGON((12.5… ┆ {xmin: 12.596… ┆ … ┆ true ┆ IT-36 ┆ ae00d58c-6e67… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 7d0f6d37-bb55-… ┆ POLYGON((12.6… ┆ {xmin: 12.567… ┆ … ┆ true ┆ IT-36 ┆ bdfc82ca-5f23… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 3f480ff6-6361-… ┆ POLYGON((12.5… ┆ {xmin: 12.549… ┆ … ┆ true ┆ IT-36 ┆ 1c750104-4470… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 31c3ab5e-eb6f-… ┆ POLYGON((12.6… ┆ {xmin: 12.612… ┆ … ┆ true ┆ IT-34 ┆ d90804ee-19a4… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 308517e6-64b4-… ┆ POLYGON((12.5… ┆ {xmin: 12.589… ┆ … ┆ true ┆ IT-34 ┆ aabd71e9-4d98… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 646e5b1f-b76a-… ┆ POLYGON((12.5… ┆ {xmin: 12.485… ┆ … ┆ true ┆ IT-34 ┆ 502c1c4e-fc19… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ f2809a49-1082-… ┆ POLYGON((12.5… ┆ {xmin: 12.538… ┆ … ┆ true ┆ IT-34 ┆ 8b446eed-00ad… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 72b27245-c7fd-… ┆ POLYGON((12.5… ┆ {xmin: 12.501… ┆ … ┆ true ┆ IT-34 ┆ 1d535e1f-d19e… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ 815855d9-05d0-… ┆ POLYGON((12.4… ┆ {xmin: 12.371… ┆ … ┆ true ┆ IT-34 ┆ 5aa91354-9e8c… │\n",
- "└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘\n"
+ "┌────────────────────────────────────┬─────────────────────────────────────────────────────────────┐\n",
+ "│ name ┆ geometry │\n",
+ "│ utf8 ┆ geometry │\n",
+ "╞════════════════════════════════════╪═════════════════════════════════════════════════════════════╡\n",
+ "│ Sable Island National Park Reserve ┆ POLYGON((-60.178333 43.9824655,-60.1785682 43.9825425,-60.… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Sable Island ┆ POLYGON((-59.7744732 44.2254616,-59.7928902 44.2173253,-59… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Halifax Regional Municipality ┆ MULTIPOLYGON(((-59.7321078 44.2390248,-59.7502166 44.23385… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ West Liscomb ┆ POLYGON((-62.0615594 45.0023306,-62.0621839 45.0024475,-62… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Marie Joseph ┆ POLYGON((-61.9911914 44.95646,-61.9912383 44.9579526,-61.9… │\n",
+ "└────────────────────────────────────┴─────────────────────────────────────────────────────────────┘\n"
]
}
],
"source": [
- "# inspect a few rows of the data\n",
- "df.show(10)"
+ "sd.sql(\n",
+ " \"SELECT names.primary AS name, geometry FROM divisions WHERE region = 'CA-NS'\"\n",
+ ").to_memtable().to_view(\"divisions_ns\")\n",
+ "\n",
+ "sd.view(\"divisions_ns\").show(5)"
]
},
{
- "cell_type": "code",
- "execution_count": 11,
- "id": "03b951de-3397-4fcf-9baf-50e139a38dd4",
+ "cell_type": "markdown",
+ "id": "2828dfc0",
"metadata": {},
- "outputs": [],
"source": [
- "df.to_view(\"division_area\")"
+ "Importantly, Overture data is distributed using GeoParquet 1.1, for which SedonaDB has built in support! This means that spatial queries (e.g., `ST_Intersects()`) tend to execute quickly against overture. In this case, the spatial query for Nova Scotia is ~5x faster than the text-based region query."
]
},
{
"cell_type": "code",
- "execution_count": 12,
- "id": "9c6bd69d-9407-432a-bdc8-d60976237a3a",
+ "execution_count": 7,
+ "id": "f43824dc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "┌──────────┐\n",
- "│ count(*) │\n",
- "│ int64 │\n",
- "╞══════════╡\n",
- "│ 1052542 │\n",
- "└──────────┘\n"
+ "┌───────────────────┬──────────────────────────────────────────────────────────────────────────────┐\n",
+ "│ name ┆ geometry │\n",
+ "│ utf8 ┆ geometry │\n",
+ "╞═══════════════════╪══════════════════════════════════════════════════════════════════════════════╡\n",
+ "│ Maces Bay ┆ POLYGON((-66.4491254 45.1265729,-66.4577261 45.126933,-66.4591563 45.126991… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Gooseberry Island ┆ POLYGON((-66.2598821 45.1380421,-66.2599962 45.1381233,-66.2600591 45.13828… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Musquash Parish ┆ POLYGON((-66.4595418 45.2215004,-66.4595406 45.221468,-66.4595396 45.221391… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Dipper Harbour ┆ POLYGON((-66.3755086 45.118812,-66.4089711 45.1488327,-66.4284252 45.138119… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Chance Harbour ┆ POLYGON((-66.4089711 45.1488327,-66.3755086 45.118812,-66.3541725 45.105991… │\n",
+ "└───────────────────┴──────────────────────────────────────────────────────────────────────────────┘\n"
]
}
],
"source": [
- "sd.sql(\"\"\"\n",
- "SELECT\n",
- " COUNT(*)\n",
- "FROM division_area\n",
- "\"\"\").show()"
+ "import shapely\n",
+ "\n",
+ "ns_bbox_wkb = shapely.box(-66.5, 43.4, -59.8, 47.1).wkb\n",
+ "\n",
+ "sd.sql(\n",
+ " \"\"\"\n",
+ " SELECT names.primary AS name, geometry\n",
+ " FROM divisions\n",
+ " WHERE ST_Contains(ST_GeomFromWKB($wkb, 4326), geometry)\n",
+ " \"\"\",\n",
+ " params={\"wkb\": ns_bbox_wkb},\n",
+ ").to_memtable().to_view(\"divisions_ns\", overwrite=True)\n",
+ "\n",
+ "sd.view(\"divisions_ns\").show(5)"
]
},
{
- "cell_type": "code",
- "execution_count": 13,
- "id": "75a6d0ed-9767-4d36-a77a-4afb7952fbe4",
+ "cell_type": "markdown",
+ "id": "4f44adfb-2973-4a65-b4f2-d24b28700b79",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "SedonaSchema with 13 fields:\n",
- " id: utf8<Utf8View>\n",
- " geometry: geometry<WkbView(ogc:crs84)>\n",
- " 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: \"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 [...]
- " is_land: boolean<Boolean>\n",
- " is_territorial: boolean<Boolean>\n",
- " region: utf8<Utf8View>\n",
- " division_id: utf8<Utf8View>"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
- "df.schema"
+ "## Overture buildings table\n",
+ "\n",
+ "The [Overture buildings table](https://docs.overturemaps.org/guides/buildings/) is one of the largest tables provided by the Overture Maps Foundation. The workflow is similar to the division table or any remote table; however, the buildings table presents several unique challenges.\n",
+ "\n",
+ "First, the metadata size for all files in the buildings table is very large. SedonaDB caches remote metadata to avoid repeated download; however, the default cache size is too small. For repeated queries against the buildings table, ensure that the cache size is increased to at least 900 MB and/or `.to_view()` is used to cache the schema. The cache lives as long as the session...use `sd = sedona.db.connect()` or reset the cache size to a smaller value to clear the cache.\n",
+ "\n",
+ "> Overture removes old releases. See [this page](https://docs.overturemaps.org/release-calendar/#current-release) to see the latest version number and replace the relevant portion of the URL below."
]
},
{
"cell_type": "code",
- "execution_count": 14,
- "id": "f1f7158c-ef2b-4377-9bee-180309ddd553",
+ "execution_count": 8,
+ "id": "52855769-4872-472a-9c42-afced3d85ca8",
"metadata": {},
"outputs": [],
"source": [
- "# get all the divisions in Nova Scotia and save them in memory with to_memtable()\n",
- "nova_scotia_bbox_wkt = (\n",
- " \"POLYGON((-66.5 43.4, -66.5 47.1, -59.8 47.1, -59.8 43.4, -66.5 43.4))\"\n",
- ")\n",
- "ns = sd.sql(f\"\"\"\n",
- "SELECT\n",
- " country, region, names, geometry\n",
- "FROM division_area\n",
- "WHERE\n",
- " ST_Intersects(\n",
- " geometry,\n",
- " ST_GeomFromText('{nova_scotia_bbox_wkt}', 4326)\n",
- " )\n",
- "\"\"\").to_memtable()"
+ "sd.sql(\"SET datafusion.runtime.metadata_cache_limit = '900M'\").execute()\n",
+ "\n",
+ "sd.read_parquet(\n",
+ " \"s3://overturemaps-us-west-2/release/2026-02-18.0/theme=buildings/type=building/\",\n",
+ " options={\"aws.skip_signature\": True, \"aws.region\": \"us-west-2\"},\n",
+ ").to_view(\"buildings\")"
]
},
{
- "cell_type": "code",
- "execution_count": 15,
- "id": "27e6909d-06fa-438b-88e0-d300fd2fb1ec",
+ "cell_type": "markdown",
+ "id": "fb89b55f",
"metadata": {},
- "outputs": [],
"source": [
- "ns.to_view(\"ns_divisions\")"
+ "Like all SedonaDB DataFrames, viewing a schema or previewing the first few rows are lazy and usually fast unless a query contains large aggregations or joins."
]
},
{
"cell_type": "code",
- "execution_count": 16,
- "id": "2dec92d8-a374-4021-990a-e50f5769516e",
+ "execution_count": 9,
+ "id": "b45b5e5c-64ed-49ba-a8aa-9f2292f617c6",
"metadata": {},
- "outputs": [],
- "source": [
- "df = sd.sql(\"\"\"\n",
- "SELECT UNNEST(names), geometry\n",
- "FROM ns_divisions\n",
- "WHERE region = 'CA-NS'\n",
- "\"\"\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "id": "7f39a283-0eee-4f72-a30a-8dd9fa1aaa69",
- "metadata": {
- "scrolled": true
- },
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "┌────────────────────────┬────────────────────────┬────────────────────────┬───────────────────────┐\n",
- "│ __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",
- "│ Apple River ┆ ┆ ┆ POLYGON((-64.7260681… │\n",
- "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
- "│ Allen Hill ┆ ┆ ┆ POLYGON((-64.6956656… │\n",
- "└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘\n",
- "CPU times: user 1.25 ms, sys: 805 μs, total: 2.05 ms\n",
- "Wall time: 1.42 ms\n"
+ "┌──────────────────────────────────────┬─────────────────────────────────────────┬───┬─────────────┐\n",
+ "│ id ┆ geometry ┆ … ┆ roof_height │\n",
+ "│ utf8 ┆ geometry ┆ ┆ float64 │\n",
+ "╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡\n",
+ "│ ab23f7ee-4c05-4246-a016-8260ce58a916 ┆ POLYGON((-67.589523 -39.0908362,-67.58… ┆ … ┆ │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ 58356258-2e80-48fc-aacf-d81fcf74074c ┆ POLYGON((-67.5896327 -39.0907868,-67.5… ┆ … ┆ │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ b50595a8-cddb-44dd-bdbf-7bbe1e858ae0 ┆ POLYGON((-67.5897117 -39.0908483,-67.5… ┆ … ┆ │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ cbabe2df-f49a-4e9f-9cbe-c527a4b3b9f1 ┆ POLYGON((-67.5898768 -39.0907073,-67.5… ┆ … ┆ │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ bcd6984b-8da4-4dfe-9212-be2b02a24b67 ┆ POLYGON((-67.5901879 -39.0908288,-67.5… ┆ … ┆ │\n",
+ "└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘\n"
]
}
],
"source": [
- "%%time\n",
- "# this executes quickly because the Nova Scotia data was persisted in memory with `to_memtable()`\n",
- "df.show(2)"
+ "sd.view(\"buildings\").show(5)"
]
},
{
"cell_type": "markdown",
- "id": "fc1d2023-c83a-4010-808b-212161b1b577",
+ "id": "caaa29c4",
"metadata": {},
"source": [
- "## Visualize the results with lonboard"
+ "Some operations like `.count()` use summary statistics and execute quickly even for large remote tables:"
]
},
{
"cell_type": "code",
- "execution_count": 18,
- "id": "f78583fd-a73a-4169-9c45-74d8026bb5fb",
+ "execution_count": 10,
+ "id": "e37a023e-0e80-403a-a65b-b5a190004f72",
"metadata": {},
"outputs": [
{
"data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "02a229b2c09f4acf8ae4daedcb8af8ae",
- "version_major": 2,
- "version_minor": 1
- },
"text/plain": [
- "Map(basemap_style=<CartoBasemap.DarkMatter: 'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…"
+ "2541282557"
]
},
- "execution_count": 18,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "import lonboard\n",
- "\n",
- "lonboard.viz(df)"
+ "sd.view(\"buildings\").count()"
]
},
{
"cell_type": "markdown",
- "id": "0f668f51-462e-4e18-b774-c047140b224a",
+ "id": "ea52bc84",
"metadata": {},
"source": [
- ""
+ "Overture buildings has a number of attributes on which we can filter. For long-running queries it may be convenient to cache a result locally using `.to_memtable()` or `.to_parquet()` before inspecting using other tools; however like all Overture tables it is optimized for spatial queries and these are usually not expensive for small areas.\n",
+ "\n",
+ "For example, we can find all of the buildings in New York City taller than 20 meters:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "68d1b68c-dd26-45c2-944f-61138b212943",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "┌─────────────────────────┬────────────────────┬────────────┬────────────┬─────────────────────────┐\n",
+ "│ id ┆ height ┆ num_floors ┆ roof_shape ┆ centroid │\n",
+ "│ utf8 ┆ float64 ┆ int32 ┆ utf8 ┆ geometry │\n",
+ "╞═════════════════════════╪════════════════════╪════════════╪════════════╪═════════════════════════╡\n",
+ "│ aa8e3a73-c72c-4f1a-b6e… ┆ 20.38205909729004 ┆ ┆ ┆ POINT(-74.187673580307… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ efe7616b-7f7e-464c-9ce… ┆ 26.18361473083496 ┆ ┆ ┆ POINT(-74.189040982134… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ b3f734a1-325b-4e8c-b1d… ┆ 27.025876998901367 ┆ ┆ ┆ POINT(-74.2558161 40.8… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ 45d88655-e2f4-4a08-926… ┆ 25.485210418701172 ┆ ┆ ┆ POINT(-74.182252194444… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ 31e8353c-7d5b-4b20-94e… ┆ 21.294815063476562 ┆ ┆ ┆ POINT(-74.197113787905… │\n",
+ "└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘\n"
+ ]
+ }
+ ],
+ "source": [
+ "nyc_bbox_wkt = (\n",
+ " \"POLYGON((-74.2591 40.4774, -74.2591 40.9176, -73.7004 40.9176, \"\n",
+ " \"-73.7004 40.4774, -74.2591 40.4774))\"\n",
+ ")\n",
+ "\n",
+ "sd.sql(\n",
+ " \"\"\"\n",
+ " SELECT\n",
+ " id,\n",
+ " height,\n",
+ " num_floors,\n",
+ " roof_shape,\n",
+ " ST_Centroid(geometry) as centroid\n",
+ " FROM\n",
+ " buildings\n",
+ " WHERE\n",
+ " is_underground = FALSE\n",
+ " AND height IS NOT NULL\n",
+ " AND height > 20\n",
+ " AND ST_Intersects(\n",
+ " geometry,\n",
+ " ST_GeomFromText($1, 4326)\n",
+ " )\n",
+ " LIMIT 5;\n",
+ " \"\"\",\n",
+ " params=(nyc_bbox_wkt,),\n",
+ ").to_memtable().to_view(\"buildings_nyc\")\n",
+ "\n",
+ "sd.view(\"buildings_nyc\").show(5)"
]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": ".venv",
"language": "python",
"name": "python3"
},
@@ -580,7 +475,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.4"
+ "version": "3.13.8"
}
},
"nbformat": 4,
diff --git a/latest-snapshot/overture-examples/index.html b/latest-snapshot/overture-examples/index.html
index e72a11aa..db71fb4d 100644
--- a/latest-snapshot/overture-examples/index.html
+++ b/latest-snapshot/overture-examples/index.html
@@ -1013,21 +1013,10 @@
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
- <a href="#overture-buildings-table" class="md-nav__link">
- <span class="md-ellipsis">
-
- Overture buildings table
-
- </span>
- </a>
-
-</li>
-
- <li class="md-nav__item">
- <a href="#overture-divisions-table" class="md-nav__link">
+ <a href="#overture-divisions" class="md-nav__link">
<span class="md-ellipsis">
- Overture divisions table
+ Overture divisions
</span>
</a>
@@ -1035,10 +1024,10 @@
</li>
<li class="md-nav__item">
- <a href="#visualize-the-results-with-lonboard" class="md-nav__link">
+ <a href="#overture-buildings-table" class="md-nav__link">
<span class="md-ellipsis">
- Visualize the results with lonboard
+ Overture buildings table
</span>
</a>
@@ -1460,21 +1449,10 @@
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
- <a href="#overture-buildings-table" class="md-nav__link">
- <span class="md-ellipsis">
-
- Overture buildings table
-
- </span>
- </a>
-
-</li>
-
- <li class="md-nav__item">
- <a href="#overture-divisions-table" class="md-nav__link">
+ <a href="#overture-divisions" class="md-nav__link">
<span class="md-ellipsis">
- Overture divisions table
+ Overture divisions
</span>
</a>
@@ -1482,10 +1460,10 @@
</li>
<li class="md-nav__item">
- <a href="#visualize-the-results-with-lonboard" class="md-nav__link">
+ <a href="#overture-buildings-table" class="md-nav__link">
<span class="md-ellipsis">
- Visualize the results with lonboard
+ Overture buildings table
</span>
</a>
@@ -1538,162 +1516,211 @@
<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. See <a href="https://docs.overturemaps.org/release-calendar/">this page</a> to get the latest version of the Overture data.</p>
+<p>This notebook demonstrates how to query and analyze the <a href="https://overturemaps.org/">Overture Maps</a> dataset using SedonaDB. </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>
<li>Perform spatial queries to find features within a specific geographic area.</li>
<li>Optimize subsequent query performance by caching a subset of data in memory.</li>
</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>
+<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">sedona.db</span>
+
+<span class="n">sd</span> <span class="o">=</span> <span class="n">sedona</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+</code></pre></div>
+<h2 id="overture-divisions">Overture divisions<a class="headerlink" href="#overture-divisions" title="Permanent link">¶</a></h2>
+<p>Let's load a table! Like any local or remote collection of Parquet files, we can use <code>sd.read_parquet()</code>. This is a lazy operation, fetching only metadata required to calculate a table schema. To reduce the number of times this needs to happen (and make the resulting DataFrame easier to reference in SQL), we use <code>.to_view()</code>.</p>
+<blockquote>
+<p>Overture removes old releases. See <a href="https://docs.overturemaps.org/release-calendar/#current-release">this page</a> to see the latest version number and replace the relevant portion of the URL below.</p>
+</blockquote>
+<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/2026-02-18.0/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">"divisions"</span><span class="p">)</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">>=</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">></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"><</span><span class="mf">3.1</span><span class="o">.</span><span class="mi">0</span><span class="p">,</span><span class="o">>=</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">>=</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"><</span><span class="mf">0.9</span><span class="o">.</span><span class="mi">0</span><span class="p">,</span><span class="o">>=</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">>=</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">>=</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">>=</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 [...]
+<p>We can preview the first few rows using <code>.show()</code>. Because this is a lazy operation and we've already cached the schema using <code>.to_view()</code>, this only takes a few seconds.</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"divisions"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</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">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="n">country</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span cla [...]
+<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="n">utf8</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span c [...]
+<span class="err">╞═══════════════╪═══════════════╪══════════════╪═════════╪═══╪════════╪═════════════╪══════════════╡</span>
+<span class="err">│</span><span class="w"> </span><span class="n">a5c573c4</span><span class="o">-</span><span class="mh">022</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="o">-</span><span class="mh">49</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><s [...]
+<span class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span class="n">cf523f8c</span><span class="o">-</span><span class="n">c26</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="o">-</span><span class="mh">49</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><sp [...]
+<span class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span class="mh">8</span><span class="n">ace3d06</span><span class="o">-</span><span class="n">b8a</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="o">-</span><span class="mh">49</span><span class="err">…</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="p">{</span><span cl [...]
+<span class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span class="n">b26d2cba</span><span class="o">-</span><span class="n">b54</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="o">-</span><span class="mh">49</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><sp [...]
+<span class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
+<span class="err">│</span><span class="w"> </span><span class="mh">20103725</span><span class="o">-</span><span class="mh">17</span><span class="n">c</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="o">-</span><span class="mh">49</span><span class="err">…</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="p">{</span><span c [...]
+<span class="err">└───────────────┴───────────────┴──────────────┴─────────┴───┴────────┴─────────────┴──────────────┘</span>
</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>
+<p>The default view of the data hides some columns to ensure the entire output can be shown. To look at all the columns with type details, use <code>.schema</code>:</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"divisions"</span><span class="p">)</span><span class="o">.</span><span class="n">schema</span>
+</code></pre></div>
+<div class="codehilite"><pre><span></span><code><span class="n">SedonaSchema</span><span class="w"> </span><span class="n">with</span><span class="w"> </span><span class="mi">14</span><span class="w"> </span><span class="n">fields</span><span class="p">:</span>
+<span class="w"> </span><span class="n">id</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
+<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"><</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">></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"><</span><span class="n">Struct</span><span class="p">(</span><span class="s2">"xmin"</span><span class="p">:</span><span class="w"> </span><span class="n">Float32</span><span class="p">,</span><span class="w"> </span><span class="s2">"xmax"</span><span class="p">:</span><span class="w"> </span><span class="n">Float32</span><span class="p">,</ [...]
+<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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Int32</span><span class="o">></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"><</span><span class="n">List</span><span class="p">(</span><span class="n">Struct</span><span class="p">(</span><span class="s2">"property"</span><span class="p">:</span><span class="w"> </span><span class="n">Utf8</span><span class="p">,</span><span class="w"> </span><span class="s2">"dataset"</span><span class="p">:</span><span class="w"> [...]
+<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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Struct</span><span class="p">(</span><span class="s2">"primary"</span><span class="p">:</span><span class="w"> </span><span class="n">Utf8</span><span class="p">,</span><span class="w"> </span><span class="s2">"common"</span><span class="p">:</span><span class="w"> </span><span class="n">Map</span><span class="p">(</s [...]
+<span class="w"> </span><span class="n">is_land</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
+<span class="w"> </span><span class="n">is_territorial</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
+<span class="w"> </span><span class="n">region</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
+<span class="w"> </span><span class="n">admin_level</span><span class="p">:</span><span class="w"> </span><span class="n">int32</span><span class="o"><</span><span class="n">Int32</span><span class="o">></span>
+<span class="w"> </span><span class="n">division_id</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
+</code></pre></div>
-<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">"AWS_SKIP_SIGNATURE"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"true"</span>
-<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">"AWS_DEFAULT_REGION"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"us-west-2"</span>
+<p>Overture data makes heavy use of nested types. These can be indexed into or expanded using SQL:</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span>
+ <span class="s2">"SELECT names.primary AS name, geometry FROM divisions WHERE region = 'CA-NS'"</span>
+<span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+</code></pre></div>
+<div class="codehilite"><pre><span></span><code>┌────────────────────────────────────┬─────────────────────────────────────────────────────────────┐
+│ name ┆ geometry │
+│ utf8 ┆ geometry │
+╞════════════════════════════════════╪═════════════════════════════════════════════════════════════╡
+│ Sable Island National Park Reserve ┆ POLYGON((-60.178333 43.9824655,-60.1785682 43.9825425,-60.… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Sable Island ┆ POLYGON((-59.7744732 44.2254616,-59.7928902 44.2173253,-59… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Halifax Regional Municipality ┆ MULTIPOLYGON(((-59.7321078 44.2390248,-59.7502166 44.23385… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ West Liscomb ┆ POLYGON((-62.0615594 45.0023306,-62.0621839 45.0024475,-62… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Marie Joseph ┆ POLYGON((-61.9911914 44.95646,-61.9912383 44.9579526,-61.9… │
+└────────────────────────────────────┴─────────────────────────────────────────────────────────────┘
+</code></pre></div>
-<span class="n">sd</span> <span class="o">=</span> <span class="n">sedona</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+<p>Like all remote tables, it is worth resolving a query into a concrete local table to avoid fetching unnecessary data on repeated queries. The <code>.to_memtable()</code> method can be used to resolve a remote table into memory (great for small results); <code>.to_parquet()</code> can be used to resolve a remote table to disk (great for medium to large results).</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span>
+ <span class="s2">"SELECT names.primary AS name, geometry FROM divisions WHERE region = 'CA-NS'"</span>
+<span class="p">)</span><span class="o">.</span><span class="n">to_memtable</span><span class="p">()</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"divisions_ns"</span><span class="p">)</span>
+
+<span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"divisions_ns"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+</code></pre></div>
+<div class="codehilite"><pre><span></span><code>┌────────────────────────────────────┬─────────────────────────────────────────────────────────────┐
+│ name ┆ geometry │
+│ utf8 ┆ geometry │
+╞════════════════════════════════════╪═════════════════════════════════════════════════════════════╡
+│ Sable Island National Park Reserve ┆ POLYGON((-60.178333 43.9824655,-60.1785682 43.9825425,-60.… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Sable Island ┆ POLYGON((-59.7744732 44.2254616,-59.7928902 44.2173253,-59… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Halifax Regional Municipality ┆ MULTIPOLYGON(((-59.7321078 44.2390248,-59.7502166 44.23385… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ West Liscomb ┆ POLYGON((-62.0615594 45.0023306,-62.0621839 45.0024475,-62… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Marie Joseph ┆ POLYGON((-61.9911914 44.95646,-61.9912383 44.9579526,-61.9… │
+└────────────────────────────────────┴─────────────────────────────────────────────────────────────┘
+</code></pre></div>
+
+<p>Importantly, Overture data is distributed using GeoParquet 1.1, for which SedonaDB has built in support! This means that spatial queries (e.g., <code>ST_Intersects()</code>) tend to execute quickly against overture. In this case, the spatial query for Nova Scotia is ~5x faster than the text-based region query.</p>
+<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">shapely</span>
+
+<span class="n">ns_bbox_wkb</span> <span class="o">=</span> <span class="n">shapely</span><span class="o">.</span><span class="n">box</span><span class="p">(</span><span class="o">-</span><span class="mf">66.5</span><span class="p">,</span> <span class="mf">43.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">59.8</span><span class="p">,</span> <span class="mf">47.1</span><span class="p">)</span><span class="o">.</span><span class="n">wkb</span>
+
+<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span>
+<span class="w"> </span><span class="sd">"""</span>
+<span class="sd"> SELECT names.primary AS name, geometry</span>
+<span class="sd"> FROM divisions</span>
+<span class="sd"> WHERE ST_Contains(ST_GeomFromWKB($wkb, 4326), geometry)</span>
+<span class="sd"> """</span><span class="p">,</span>
+ <span class="n">params</span><span class="o">=</span><span class="p">{</span><span class="s2">"wkb"</span><span class="p">:</span> <span class="n">ns_bbox_wkb</span><span class="p">},</span>
+<span class="p">)</span><span class="o">.</span><span class="n">to_memtable</span><span class="p">()</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"divisions_ns"</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+<span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"divisions_ns"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</code></pre></div>
+<div class="codehilite"><pre><span></span><code>┌───────────────────┬──────────────────────────────────────────────────────────────────────────────┐
+│ name ┆ geometry │
+│ utf8 ┆ geometry │
+╞═══════════════════╪══════════════════════════════════════════════════════════════════════════════╡
+│ Maces Bay ┆ POLYGON((-66.4491254 45.1265729,-66.4577261 45.126933,-66.4591563 45.126991… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Gooseberry Island ┆ POLYGON((-66.2598821 45.1380421,-66.2599962 45.1381233,-66.2600591 45.13828… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Musquash Parish ┆ POLYGON((-66.4595418 45.2215004,-66.4595406 45.221468,-66.4595396 45.221391… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Dipper Harbour ┆ POLYGON((-66.3755086 45.118812,-66.4089711 45.1488327,-66.4284252 45.138119… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Chance Harbour ┆ POLYGON((-66.4089711 45.1488327,-66.3755086 45.118812,-66.3541725 45.105991… │
+└───────────────────┴──────────────────────────────────────────────────────────────────────────────┘
+</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/2025-11-19.0/theme=buildings/type=building/"</span>
-<span class="p">)</span>
+<p>The <a href="https://docs.overturemaps.org/guides/buildings/">Overture buildings table</a> is one of the largest tables provided by the Overture Maps Foundation. The workflow is similar to the division table or any remote table; however, the buildings table presents several unique challenges.</p>
+<p>First, the metadata size for all files in the buildings table is very large. SedonaDB caches remote metadata to avoid repeated download; however, the default cache size is too small. For repeated queries against the buildings table, ensure that the cache size is increased to at least 900 MB and/or <code>.to_view()</code> is used to cache the schema. The cache lives as long as the session...use <code>sd = sedona.db.connect()</code> or reset the cache size to a smaller value to clear th [...]
+<blockquote>
+<p>Overture removes old releases. See <a href="https://docs.overturemaps.org/release-calendar/#current-release">this page</a> to see the latest version number and replace the relevant portion of the URL below.</p>
+</blockquote>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"SET datafusion.runtime.metadata_cache_limit = '900M'"</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">()</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/2026-02-18.0/theme=buildings/type=building/"</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">"buildings"</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>
+<p>Like all SedonaDB DataFrames, viewing a schema or previewing the first few rows are lazy and usually fast unless a query contains large aggregations or joins.</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"buildings"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</code></pre></div>
<div class="codehilite"><pre><span></span><code>┌──────────────────────────────────────┬─────────────────────────────────────────┬───┬─────────────┐
│ id ┆ geometry ┆ … ┆ roof_height │
│ utf8 ┆ geometry ┆ ┆ float64 │
╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡
-│ 85b47da4-1b8d-4132-ac6c-d8dc14fab4b8 ┆ POLYGON((-6.4292972 54.8290034,-6.4291… ┆ … ┆ │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ ec12e345-d44d-4e40-8e08-e1e6e68d4d17 ┆ POLYGON((-6.430836 54.8299412,-6.43095… ┆ … ┆ │
+│ ab23f7ee-4c05-4246-a016-8260ce58a916 ┆ POLYGON((-67.589523 -39.0908362,-67.58… ┆ … ┆ │
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ 285f9ff9-2d6d-409c-b214-74992c8d7e7d ┆ POLYGON((-6.4311579 54.8300247,-6.4313… ┆ … ┆ │
+│ 58356258-2e80-48fc-aacf-d81fcf74074c ┆ POLYGON((-67.5896327 -39.0907868,-67.5… ┆ … ┆ │
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ abedfc7c-e5fd-4a29-931e-da77b610d02d ┆ POLYGON((-6.4321833 54.8294427,-6.4322… ┆ … ┆ │
+│ b50595a8-cddb-44dd-bdbf-7bbe1e858ae0 ┆ POLYGON((-67.5897117 -39.0908483,-67.5… ┆ … ┆ │
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ a203a2c6-e130-4979-a7d5-8a059c6f31fd ┆ POLYGON((-6.4300627 54.829276,-6.43006… ┆ … ┆ │
+│ cbabe2df-f49a-4e9f-9cbe-c527a4b3b9f1 ┆ POLYGON((-67.5898768 -39.0907073,-67.5… ┆ … ┆ │
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ 1d14caf6-b12d-486e-87dd-feef82fba9a7 ┆ POLYGON((-6.4301786 54.8281533,-6.4299… ┆ … ┆ │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ 4b1e67cf-7355-439b-9a31-46a50f3ee227 ┆ POLYGON((-6.4298614 54.8278977,-6.4299… ┆ … ┆ │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ 06de994e-efd4-4a1c-8a20-b4e883904cb2 ┆ POLYGON((-6.4296383 54.827599,-6.42956… ┆ … ┆ │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ ea0b2ea6-7c52-4395-9baa-bc023c7d3166 ┆ POLYGON((-6.4296844 54.8277379,-6.4296… ┆ … ┆ │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ 49f022ef-5574-4613-ae54-af139666fde3 ┆ POLYGON((-6.4296843 54.8278169,-6.4296… ┆ … ┆ │
+│ bcd6984b-8da4-4dfe-9212-be2b02a24b67 ┆ POLYGON((-67.5901879 -39.0908288,-67.5… ┆ … ┆ │
└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">df</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"buildings"</span><span class="p">)</span>
-</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="c1"># the buildings table is large and contains billions of rows</span>
-<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"""</span>
-<span class="s2">SELECT</span>
-<span class="s2"> COUNT(*)</span>
-<span class="s2">FROM</span>
-<span class="s2"> buildings</span>
-<span class="s2">"""</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>┌────────────┐
-│ count(*) │
-│ int64 │
-╞════════════╡
-│ 2541497985 │
-└────────────┘
-</code></pre></div>
-
-<div class="highlight"><pre><span></span><code><span class="c1"># check out the schema of the buildings table to see what it contains</span>
-<span class="n">df</span><span class="o">.</span><span class="n">schema</span>
+<p>Some operations like <code>.count()</code> use summary statistics and execute quickly even for large remote tables:</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"buildings"</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
</code></pre></div>
-<div class="codehilite"><pre><span></span><code><span class="n">SedonaSchema</span><span class="w"> </span><span class="n">with</span><span class="w"> </span><span class="mi">24</span><span class="w"> </span><span class="n">fields</span><span class="p">:</span>
-<span class="w"> </span><span class="n">id</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<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"><</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">></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"><</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"><</span><span class="n">Int32</span><span class="o">></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"><</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"><</span><span class="n">Int32</span><span class="o">></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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">height</span><span class="p">:</span><span class="w"> </span><span class="n">float64</span><span class="o"><</span><span class="n">Float64</span><span class="o">></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"><</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 [...]
-<span class="w"> </span><span class="n">has_parts</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
-<span class="w"> </span><span class="n">is_underground</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
-<span class="w"> </span><span class="n">num_floors</span><span class="p">:</span><span class="w"> </span><span class="n">int32</span><span class="o"><</span><span class="n">Int32</span><span class="o">></span>
-<span class="w"> </span><span class="n">num_floors_underground</span><span class="p">:</span><span class="w"> </span><span class="n">int32</span><span class="o"><</span><span class="n">Int32</span><span class="o">></span>
-<span class="w"> </span><span class="n">min_height</span><span class="p">:</span><span class="w"> </span><span class="n">float64</span><span class="o"><</span><span class="n">Float64</span><span class="o">></span>
-<span class="w"> </span><span class="n">min_floor</span><span class="p">:</span><span class="w"> </span><span class="n">int32</span><span class="o"><</span><span class="n">Int32</span><span class="o">></span>
-<span class="w"> </span><span class="n">facade_color</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">facade_material</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_material</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_shape</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_direction</span><span class="p">:</span><span class="w"> </span><span class="n">float64</span><span class="o"><</span><span class="n">Float64</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_orientation</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_color</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">roof_height</span><span class="p">:</span><span class="w"> </span><span class="n">float64</span><span class="o"><</span><span class="n">Float64</span><span class="o">></span>
+<div class="codehilite"><pre><span></span><code><span class="mf">2541282557</span>
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="c1"># find all the buildings in New York City that are taller than 20 meters</span>
-<span class="n">nyc_bbox_wkt</span> <span class="o">=</span> <span class="p">(</span>
+<p>Overture buildings has a number of attributes on which we can filter. For long-running queries it may be convenient to cache a result locally using <code>.to_memtable()</code> or <code>.to_parquet()</code> before inspecting using other tools; however like all Overture tables it is optimized for spatial queries and these are usually not expensive for small areas.</p>
+<p>For example, we can find all of the buildings in New York City taller than 20 meters:</p>
+<div class="highlight"><pre><span></span><code><span class="n">nyc_bbox_wkt</span> <span class="o">=</span> <span class="p">(</span>
<span class="s2">"POLYGON((-74.2591 40.4774, -74.2591 40.9176, -73.7004 40.9176, "</span>
<span class="s2">"-73.7004 40.4774, -74.2591 40.4774))"</span>
<span class="p">)</span>
-<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="sa">f</span><span class="s2">"""</span>
-<span class="s2">SELECT</span>
-<span class="s2"> id,</span>
-<span class="s2"> height,</span>
-<span class="s2"> num_floors,</span>
-<span class="s2"> roof_shape,</span>
-<span class="s2"> ST_Centroid(geometry) as centroid</span>
-<span class="s2">FROM</span>
-<span class="s2"> buildings</span>
-<span class="s2">WHERE</span>
-<span class="s2"> is_underground = FALSE</span>
-<span class="s2"> AND height IS NOT NULL</span>
-<span class="s2"> AND height > 20</span>
-<span class="s2"> AND ST_Intersects(</span>
-<span class="s2"> geometry,</span>
-<span class="s2"> ST_GeomFromText('</span><span class="si">{</span><span class="n">nyc_bbox_wkt</span><span class="si">}</span><span class="s2">', 4326)</span>
-<span class="s2"> )</span>
-<span class="s2">LIMIT 5;</span>
-<span class="s2">"""</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+
+<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span>
+<span class="w"> </span><span class="sd">"""</span>
+<span class="sd"> SELECT</span>
+<span class="sd"> id,</span>
+<span class="sd"> height,</span>
+<span class="sd"> num_floors,</span>
+<span class="sd"> roof_shape,</span>
+<span class="sd"> ST_Centroid(geometry) as centroid</span>
+<span class="sd"> FROM</span>
+<span class="sd"> buildings</span>
+<span class="sd"> WHERE</span>
+<span class="sd"> is_underground = FALSE</span>
+<span class="sd"> AND height IS NOT NULL</span>
+<span class="sd"> AND height > 20</span>
+<span class="sd"> AND ST_Intersects(</span>
+<span class="sd"> geometry,</span>
+<span class="sd"> ST_GeomFromText($1, 4326)</span>
+<span class="sd"> )</span>
+<span class="sd"> LIMIT 5;</span>
+<span class="sd"> """</span><span class="p">,</span>
+ <span class="n">params</span><span class="o">=</span><span class="p">(</span><span class="n">nyc_bbox_wkt</span><span class="p">,),</span>
+<span class="p">)</span><span class="o">.</span><span class="n">to_memtable</span><span class="p">()</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"buildings_nyc"</span><span class="p">)</span>
+
+<span class="n">sd</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="s2">"buildings_nyc"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</code></pre></div>
<div class="codehilite"><pre><span></span><code>┌─────────────────────────┬────────────────────┬────────────┬────────────┬─────────────────────────┐
│ id ┆ height ┆ num_floors ┆ roof_shape ┆ centroid │
@@ -1711,123 +1738,6 @@
└─────────────────────────┴────────────────────┴────────────┴────────────┴─────────────────────────┘
</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/2025-11-19.0/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>
-<span class="n">df</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">10</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">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="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="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="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="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">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 [...]
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-<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="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="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="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">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>
-
-<div class="highlight"><pre><span></span><code><span class="n">df</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>
-<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"""</span>
-<span class="s2">SELECT</span>
-<span class="s2"> COUNT(*)</span>
-<span class="s2">FROM division_area</span>
-<span class="s2">"""</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>┌──────────┐
-│ count(*) │
-│ int64 │
-╞══════════╡
-│ 1052542 │
-└──────────┘
-</code></pre></div>
-
-<div class="highlight"><pre><span></span><code><span class="n">df</span><span class="o">.</span><span class="n">schema</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code><span class="n">SedonaSchema</span><span class="w"> </span><span class="n">with</span><span class="w"> </span><span class="mi">13</span><span class="w"> </span><span class="n">fields</span><span class="p">:</span>
-<span class="w"> </span><span class="n">id</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<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"><</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">></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"><</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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Int32</span><span class="o">></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"><</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"><</span><span class="n">Utf8View</span><span class="o">></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"><</span><span class="n">Utf8View</span><span class="o">></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"><</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 [...]
-<span class="w"> </span><span class="n">is_land</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
-<span class="w"> </span><span class="n">is_territorial</span><span class="p">:</span><span class="w"> </span><span class="n">boolean</span><span class="o"><</span><span class="n">Boolean</span><span class="o">></span>
-<span class="w"> </span><span class="n">region</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-<span class="w"> </span><span class="n">division_id</span><span class="p">:</span><span class="w"> </span><span class="n">utf8</span><span class="o"><</span><span class="n">Utf8View</span><span class="o">></span>
-</code></pre></div>
-
-<div class="highlight"><pre><span></span><code><span class="c1"># get all the divisions in Nova Scotia and save them in memory with to_memtable()</span>
-<span class="n">nova_scotia_bbox_wkt</span> <span class="o">=</span> <span class="p">(</span>
- <span class="s2">"POLYGON((-66.5 43.4, -66.5 47.1, -59.8 47.1, -59.8 43.4, -66.5 43.4))"</span>
-<span class="p">)</span>
-<span class="n">ns</span> <span class="o">=</span> <span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="sa">f</span><span class="s2">"""</span>
-<span class="s2">SELECT</span>
-<span class="s2"> country, region, names, geometry</span>
-<span class="s2">FROM division_area</span>
-<span class="s2">WHERE</span>
-<span class="s2"> ST_Intersects(</span>
-<span class="s2"> geometry,</span>
-<span class="s2"> ST_GeomFromText('</span><span class="si">{</span><span class="n">nova_scotia_bbox_wkt</span><span class="si">}</span><span class="s2">', 4326)</span>
-<span class="s2"> )</span>
-<span class="s2">"""</span><span class="p">)</span><span class="o">.</span><span class="n">to_memtable</span><span class="p">()</span>
-</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">ns</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"ns_divisions"</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">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"""</span>
-<span class="s2">SELECT UNNEST(names), geometry</span>
-<span class="s2">FROM ns_divisions</span>
-<span class="s2">WHERE region = 'CA-NS'</span>
-<span class="s2">"""</span><span class="p">)</span>
-</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="o">%%</span><span class="n">time</span>
-<span class="c1"># this executes quickly because the Nova Scotia data was persisted in memory with `to_memtable()`</span>
-<span class="n">df</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>┌────────────────────────┬────────────────────────┬────────────────────────┬───────────────────────┐
-│ __unnest_placeholder(n ┆ __unnest_placeholder(n ┆ __unnest_placeholder(n ┆ geometry │
-│ s_divisions.names).pr… ┆ s_divisions.names).co… ┆ s_divisions.names).ru… ┆ geometry │
-╞════════════════════════╪════════════════════════╪════════════════════════╪═══════════════════════╡
-│ Apple River ┆ ┆ ┆ POLYGON((-64.7260681… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Allen Hill ┆ ┆ ┆ POLYGON((-64.6956656… │
-└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘
-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>
-<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">lonboard</span>
-
-<span class="n">lonboard</span><span class="o">.</span><span class="n">viz</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>Map(basemap_style=<CartoBasemap.DarkMatter: 'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…
-</code></pre></div>
-
-<p><a class="glightbox" data-type="image" data-width="100%" data-height="auto" href="../image/lonboard_ns.png" data-desc-position="bottom"><img alt="Lonboard NS" src="../image/lonboard_ns.png"></a></p>
-
@@ -1847,7 +1757,7 @@ Wall time: 1.42 ms
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diff --git a/latest-snapshot/reference/sql/__pycache__/_matplotlib_defaults.cpython-314.pyc b/latest-snapshot/reference/sql/__pycache__/_matplotlib_defaults.cpython-314.pyc
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index 0d130d41..2b27cedb 100644
--- a/latest-snapshot/reference/sql/index.html
+++ b/latest-snapshot/reference/sql/index.html
@@ -8347,7 +8347,7 @@ geometry.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:54 UTC">February 23, 2026 20:28:54</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/rs_bandpath/index.html b/latest-snapshot/reference/sql/rs_bandpath/index.html
index d0e3614d..572f9235 100644
--- a/latest-snapshot/reference/sql/rs_bandpath/index.html
+++ b/latest-snapshot/reference/sql/rs_bandpath/index.html
@@ -1472,7 +1472,7 @@ geo-referencing metadata are stored in the database.</p>
<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>
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</span>
diff --git a/latest-snapshot/reference/sql/rs_convexhull/index.html b/latest-snapshot/reference/sql/rs_convexhull/index.html
index 9762d829..8fac6f7b 100644
--- a/latest-snapshot/reference/sql/rs_convexhull/index.html
+++ b/latest-snapshot/reference/sql/rs_convexhull/index.html
@@ -1457,7 +1457,7 @@
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diff --git a/latest-snapshot/reference/sql/sd_format/index.html b/latest-snapshot/reference/sql/sd_format/index.html
index c522a373..f0f39703 100644
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<span class="md-icon" title="Last update">
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+++ b/latest-snapshot/reference/sql/sd_order/index.html
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+++ b/latest-snapshot/reference/sql/st_analyze_agg/index.html
@@ -1486,7 +1486,7 @@ geometries. The fields of its struct return type are:</p>
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index f8aab1ce..b6a0851e 100644
--- a/latest-snapshot/reference/sql/st_asbinary/index.html
+++ b/latest-snapshot/reference/sql/st_asbinary/index.html
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index 3c20922b..5024128c 100644
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+++ b/latest-snapshot/reference/sql/st_asewkb/index.html
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diff --git a/latest-snapshot/reference/sql/st_asgeojson/index.html b/latest-snapshot/reference/sql/st_asgeojson/index.html
index 7f1411f7..84d7d75d 100644
--- a/latest-snapshot/reference/sql/st_asgeojson/index.html
+++ b/latest-snapshot/reference/sql/st_asgeojson/index.html
@@ -1457,7 +1457,7 @@
<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 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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_astext/index.html b/latest-snapshot/reference/sql/st_astext/index.html
index 0c2c0f3e..b083074a 100644
--- a/latest-snapshot/reference/sql/st_astext/index.html
+++ b/latest-snapshot/reference/sql/st_astext/index.html
@@ -1471,7 +1471,7 @@ geography.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_azimuth/index.html b/latest-snapshot/reference/sql/st_azimuth/index.html
index d5f93307..768e81ae 100644
--- a/latest-snapshot/reference/sql/st_azimuth/index.html
+++ b/latest-snapshot/reference/sql/st_azimuth/index.html
@@ -1474,7 +1474,7 @@ input is not a point.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_boundary/index.html b/latest-snapshot/reference/sql/st_boundary/index.html
index d83072d0..ccc4bae4 100644
--- a/latest-snapshot/reference/sql/st_boundary/index.html
+++ b/latest-snapshot/reference/sql/st_boundary/index.html
@@ -1471,7 +1471,7 @@ linestring it is the endpoints.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_buffer/index.html b/latest-snapshot/reference/sql/st_buffer/index.html
index 2a38b565..139acdad 100644
--- a/latest-snapshot/reference/sql/st_buffer/index.html
+++ b/latest-snapshot/reference/sql/st_buffer/index.html
@@ -1484,7 +1484,7 @@ input geometry is less than or equal to a specified distance.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_centroid/index.html b/latest-snapshot/reference/sql/st_centroid/index.html
index e16048bd..99aafb5c 100644
--- a/latest-snapshot/reference/sql/st_centroid/index.html
+++ b/latest-snapshot/reference/sql/st_centroid/index.html
@@ -1459,7 +1459,7 @@
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_closestpoint/index.html b/latest-snapshot/reference/sql/st_closestpoint/index.html
index 6e7ede08..4b1da045 100644
--- a/latest-snapshot/reference/sql/st_closestpoint/index.html
+++ b/latest-snapshot/reference/sql/st_closestpoint/index.html
@@ -1464,7 +1464,7 @@
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_collect_agg/index.html b/latest-snapshot/reference/sql/st_collect_agg/index.html
index 9d9e3381..e1e823c3 100644
--- a/latest-snapshot/reference/sql/st_collect_agg/index.html
+++ b/latest-snapshot/reference/sql/st_collect_agg/index.html
@@ -1479,7 +1479,7 @@ same geometry type.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_concavehull/index.html b/latest-snapshot/reference/sql/st_concavehull/index.html
index a8754e75..67473f8b 100644
--- a/latest-snapshot/reference/sql/st_concavehull/index.html
+++ b/latest-snapshot/reference/sql/st_concavehull/index.html
@@ -1476,7 +1476,7 @@ hull, while smaller values produce tighter, more concave shapes.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_contains/index.html b/latest-snapshot/reference/sql/st_contains/index.html
index 375031a4..da7c24d5 100644
--- a/latest-snapshot/reference/sql/st_contains/index.html
+++ b/latest-snapshot/reference/sql/st_contains/index.html
@@ -1475,7 +1475,7 @@ B lies inside A.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_convexhull/index.html b/latest-snapshot/reference/sql/st_convexhull/index.html
index 28994a89..88f9fa51 100644
--- a/latest-snapshot/reference/sql/st_convexhull/index.html
+++ b/latest-snapshot/reference/sql/st_convexhull/index.html
@@ -1473,7 +1473,7 @@ input geometry.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_coveredby/index.html b/latest-snapshot/reference/sql/st_coveredby/index.html
index d094a7dd..670c5c5a 100644
--- a/latest-snapshot/reference/sql/st_coveredby/index.html
+++ b/latest-snapshot/reference/sql/st_coveredby/index.html
@@ -1475,7 +1475,7 @@ of <code>ST_Covers</code>: <code>ST_CoveredBy(A, B)</code> is equivalent to <cod
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_covers/index.html b/latest-snapshot/reference/sql/st_covers/index.html
index d4c4c9ab..e07806ee 100644
--- a/latest-snapshot/reference/sql/st_covers/index.html
+++ b/latest-snapshot/reference/sql/st_covers/index.html
@@ -1475,7 +1475,7 @@ to <code>ST_Contains</code> but does not require interior intersection.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
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diff --git a/latest-snapshot/reference/sql/st_crosses/index.html b/latest-snapshot/reference/sql/st_crosses/index.html
index cab20a8d..f7fa46f9 100644
--- a/latest-snapshot/reference/sql/st_crosses/index.html
+++ b/latest-snapshot/reference/sql/st_crosses/index.html
@@ -1476,7 +1476,7 @@ of either input.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
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diff --git a/latest-snapshot/reference/sql/st_crs/index.html b/latest-snapshot/reference/sql/st_crs/index.html
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--- a/latest-snapshot/reference/sql/st_crs/index.html
+++ b/latest-snapshot/reference/sql/st_crs/index.html
@@ -1473,7 +1473,7 @@ possible (e.g., <code>'EPSG:3857'</code>).</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
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diff --git a/latest-snapshot/reference/sql/st_difference/index.html b/latest-snapshot/reference/sql/st_difference/index.html
index 6a6396f3..b1722011 100644
--- a/latest-snapshot/reference/sql/st_difference/index.html
+++ b/latest-snapshot/reference/sql/st_difference/index.html
@@ -1474,7 +1474,7 @@
<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 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>
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_dimension/index.html b/latest-snapshot/reference/sql/st_dimension/index.html
index d22794f3..b5341ba8 100644
--- a/latest-snapshot/reference/sql/st_dimension/index.html
+++ b/latest-snapshot/reference/sql/st_dimension/index.html
@@ -1487,7 +1487,7 @@ components.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_disjoint/index.html b/latest-snapshot/reference/sql/st_disjoint/index.html
index f644ffb7..abd01a20 100644
--- a/latest-snapshot/reference/sql/st_disjoint/index.html
+++ b/latest-snapshot/reference/sql/st_disjoint/index.html
@@ -1475,7 +1475,7 @@ the inverse of <code>ST_Intersects</code>.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_distance/index.html b/latest-snapshot/reference/sql/st_distance/index.html
index 8e58480b..2358e643 100644
--- a/latest-snapshot/reference/sql/st_distance/index.html
+++ b/latest-snapshot/reference/sql/st_distance/index.html
@@ -1473,7 +1473,7 @@ calculations, use <code>ST_DistanceSphere</code> or <code>ST_DistanceSpheroid</c
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_dump/index.html b/latest-snapshot/reference/sql/st_dump/index.html
index 648374c7..a9bdb70c 100644
--- a/latest-snapshot/reference/sql/st_dump/index.html
+++ b/latest-snapshot/reference/sql/st_dump/index.html
@@ -1472,7 +1472,7 @@ components.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_dwithin/index.html b/latest-snapshot/reference/sql/st_dwithin/index.html
index da7a3da4..ca3ff375 100644
--- a/latest-snapshot/reference/sql/st_dwithin/index.html
+++ b/latest-snapshot/reference/sql/st_dwithin/index.html
@@ -1464,7 +1464,7 @@ other.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_endpoint/index.html b/latest-snapshot/reference/sql/st_endpoint/index.html
index 3e00585b..61abc060 100644
--- a/latest-snapshot/reference/sql/st_endpoint/index.html
+++ b/latest-snapshot/reference/sql/st_endpoint/index.html
@@ -1457,7 +1457,7 @@
<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 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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_envelope/index.html b/latest-snapshot/reference/sql/st_envelope/index.html
index 872958eb..970ca9fb 100644
--- a/latest-snapshot/reference/sql/st_envelope/index.html
+++ b/latest-snapshot/reference/sql/st_envelope/index.html
@@ -1482,7 +1482,7 @@ horizontal input.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_envelope_agg/index.html b/latest-snapshot/reference/sql/st_envelope_agg/index.html
index 2ac419ac..e108b0ff 100644
--- a/latest-snapshot/reference/sql/st_envelope_agg/index.html
+++ b/latest-snapshot/reference/sql/st_envelope_agg/index.html
@@ -1477,7 +1477,7 @@
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_equals/index.html b/latest-snapshot/reference/sql/st_equals/index.html
index 96ab775a..ac1bc144 100644
--- a/latest-snapshot/reference/sql/st_equals/index.html
+++ b/latest-snapshot/reference/sql/st_equals/index.html
@@ -1475,7 +1475,7 @@ represent the same point set, regardless of vertex order).</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_flipcoordinates/index.html b/latest-snapshot/reference/sql/st_flipcoordinates/index.html
index c35852da..7254b5b4 100644
--- a/latest-snapshot/reference/sql/st_flipcoordinates/index.html
+++ b/latest-snapshot/reference/sql/st_flipcoordinates/index.html
@@ -1460,7 +1460,7 @@ swapped.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_force2d/index.html b/latest-snapshot/reference/sql/st_force2d/index.html
index ccee8d88..462e7886 100644
--- a/latest-snapshot/reference/sql/st_force2d/index.html
+++ b/latest-snapshot/reference/sql/st_force2d/index.html
@@ -1470,7 +1470,7 @@
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_force3d/index.html b/latest-snapshot/reference/sql/st_force3d/index.html
index 9625466b..aae42bfe 100644
--- a/latest-snapshot/reference/sql/st_force3d/index.html
+++ b/latest-snapshot/reference/sql/st_force3d/index.html
@@ -1493,7 +1493,7 @@ optional <code>z</code> argument (default 0) is used.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_force3dm/index.html b/latest-snapshot/reference/sql/st_force3dm/index.html
index bfcd63cd..4d0143de 100644
--- a/latest-snapshot/reference/sql/st_force3dm/index.html
+++ b/latest-snapshot/reference/sql/st_force3dm/index.html
@@ -1493,7 +1493,7 @@ optional <code>m</code> argument (default 0) is used.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_force4d/index.html b/latest-snapshot/reference/sql/st_force4d/index.html
index c8771831..62258761 100644
--- a/latest-snapshot/reference/sql/st_force4d/index.html
+++ b/latest-snapshot/reference/sql/st_force4d/index.html
@@ -1506,7 +1506,7 @@ optional <code>z</code> and <code>m</code> arguments (both default 0) are used.<
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:00 UTC">February 23, 2026 22:34:00</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_geogfromwkb/index.html b/latest-snapshot/reference/sql/st_geogfromwkb/index.html
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--- a/latest-snapshot/reference/sql/st_geogfromwkb/index.html
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index 46b35250..7cb1dd2e 100644
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+++ b/latest-snapshot/reference/sql/st_geogfromwkt/index.html
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+++ b/latest-snapshot/reference/sql/st_geogpoint/index.html
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index 25b98e51..4acc1264 100644
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+++ b/latest-snapshot/reference/sql/st_geometryn/index.html
@@ -1476,7 +1476,7 @@ GEOMETRYCOLLECTION, (MULTI)POINT, (MULTI)LINESTRING, MULTICURVE or
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index 7ebc235a..73e68ead 100644
--- a/latest-snapshot/reference/sql/st_geometrytype/index.html
+++ b/latest-snapshot/reference/sql/st_geometrytype/index.html
@@ -1483,7 +1483,7 @@ values include: <code>'ST_Point'</code>, <code>'ST_LineString'</code>, <code>'ST
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index 21d13786..719b9e8c 100644
--- a/latest-snapshot/reference/sql/st_geomfromewkb/index.html
+++ b/latest-snapshot/reference/sql/st_geomfromewkb/index.html
@@ -1472,7 +1472,7 @@ for PostGIS compatibility.</p>
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index fd445a9f..5410528d 100644
--- a/latest-snapshot/reference/sql/st_geomfromewkt/index.html
+++ b/latest-snapshot/reference/sql/st_geomfromewkt/index.html
@@ -1472,7 +1472,7 @@ systems for human-readable output when an item-level SRID required.</p>
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index 019d5d7c..f6a09634 100644
--- a/latest-snapshot/reference/sql/st_geomfromwkb/index.html
+++ b/latest-snapshot/reference/sql/st_geomfromwkb/index.html
@@ -1502,7 +1502,7 @@ argument.</p>
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index 1e22ef0b..9e37ff76 100644
--- a/latest-snapshot/reference/sql/st_geomfromwkt/index.html
+++ b/latest-snapshot/reference/sql/st_geomfromwkt/index.html
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index 7d126aa3..e43fe367 100644
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index 05b538cc..295c671c 100644
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diff --git a/latest-snapshot/reference/sql/st_isclosed/index.html b/latest-snapshot/reference/sql/st_isclosed/index.html
index a0918dd1..15b51d28 100644
--- a/latest-snapshot/reference/sql/st_isclosed/index.html
+++ b/latest-snapshot/reference/sql/st_isclosed/index.html
@@ -1485,7 +1485,7 @@ For MultiLineStrings, all elements must be closed.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_iscollection/index.html b/latest-snapshot/reference/sql/st_iscollection/index.html
index 4f5c0cef..61a0f756 100644
--- a/latest-snapshot/reference/sql/st_iscollection/index.html
+++ b/latest-snapshot/reference/sql/st_iscollection/index.html
@@ -1488,7 +1488,7 @@ type. Collection types are the following:</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_isempty/index.html b/latest-snapshot/reference/sql/st_isempty/index.html
index 2f2be766..99190585 100644
--- a/latest-snapshot/reference/sql/st_isempty/index.html
+++ b/latest-snapshot/reference/sql/st_isempty/index.html
@@ -1467,7 +1467,7 @@
<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 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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_isring/index.html b/latest-snapshot/reference/sql/st_isring/index.html
index 5c988fb2..10cd669c 100644
--- a/latest-snapshot/reference/sql/st_isring/index.html
+++ b/latest-snapshot/reference/sql/st_isring/index.html
@@ -1474,7 +1474,7 @@ self-intersections.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_issimple/index.html b/latest-snapshot/reference/sql/st_issimple/index.html
index 11454054..8fb48c87 100644
--- a/latest-snapshot/reference/sql/st_issimple/index.html
+++ b/latest-snapshot/reference/sql/st_issimple/index.html
@@ -1473,7 +1473,7 @@ self-intersections or self-tangency.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_isvalid/index.html b/latest-snapshot/reference/sql/st_isvalid/index.html
index f1a36aa0..63e2ba10 100644
--- a/latest-snapshot/reference/sql/st_isvalid/index.html
+++ b/latest-snapshot/reference/sql/st_isvalid/index.html
@@ -1475,7 +1475,7 @@ geometries and <code>ST_MakeValid</code> to attempt to repair them.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_isvalidreason/index.html b/latest-snapshot/reference/sql/st_isvalidreason/index.html
index 92502fbd..708a8cd1 100644
--- a/latest-snapshot/reference/sql/st_isvalidreason/index.html
+++ b/latest-snapshot/reference/sql/st_isvalidreason/index.html
@@ -1474,7 +1474,7 @@ geometry construction.</p>
<span class="md-icon" title="Last update">
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_knn/index.html b/latest-snapshot/reference/sql/st_knn/index.html
index 834a549d..c319978e 100644
--- a/latest-snapshot/reference/sql/st_knn/index.html
+++ b/latest-snapshot/reference/sql/st_knn/index.html
@@ -1497,7 +1497,7 @@ function itself is a stub that simply defines the expected signature.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_length/index.html b/latest-snapshot/reference/sql/st_length/index.html
index 0f661538..e538b66a 100644
--- a/latest-snapshot/reference/sql/st_length/index.html
+++ b/latest-snapshot/reference/sql/st_length/index.html
@@ -1472,7 +1472,7 @@ Use ST_Perimeter for polygons.</p>
<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_lineinterpolatepoint/index.html b/latest-snapshot/reference/sql/st_lineinterpolatepoint/index.html
index 4e055bd8..754f96e1 100644
--- a/latest-snapshot/reference/sql/st_lineinterpolatepoint/index.html
+++ b/latest-snapshot/reference/sql/st_lineinterpolatepoint/index.html
@@ -1473,7 +1473,7 @@ fraction of total linestring length the point has to be located.</p>
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<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="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_linelocatepoint/index.html b/latest-snapshot/reference/sql/st_linelocatepoint/index.html
index bbe49e31..e925fb7c 100644
--- a/latest-snapshot/reference/sql/st_linelocatepoint/index.html
+++ b/latest-snapshot/reference/sql/st_linelocatepoint/index.html
@@ -1478,7 +1478,7 @@ geometry.</p>
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_linemerge/index.html b/latest-snapshot/reference/sql/st_linemerge/index.html
index 8567c7c4..9f26c670 100644
--- a/latest-snapshot/reference/sql/st_linemerge/index.html
+++ b/latest-snapshot/reference/sql/st_linemerge/index.html
@@ -1460,7 +1460,7 @@ fewest possible LineStrings.</p>
<span class="md-icon" title="Last update">
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_m/index.html b/latest-snapshot/reference/sql/st_m/index.html
index 6a58941a..c98d683a 100644
--- a/latest-snapshot/reference/sql/st_m/index.html
+++ b/latest-snapshot/reference/sql/st_m/index.html
@@ -1482,7 +1482,7 @@ geometries.</p>
<span class="md-icon" title="Last update">
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_makeline/index.html b/latest-snapshot/reference/sql/st_makeline/index.html
index 01336b5d..dd5cde76 100644
--- a/latest-snapshot/reference/sql/st_makeline/index.html
+++ b/latest-snapshot/reference/sql/st_makeline/index.html
@@ -1473,7 +1473,7 @@ the order they are provided to form a single continuous line.</p>
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_makevalid/index.html b/latest-snapshot/reference/sql/st_makevalid/index.html
index 25a822bd..b5f96e90 100644
--- a/latest-snapshot/reference/sql/st_makevalid/index.html
+++ b/latest-snapshot/reference/sql/st_makevalid/index.html
@@ -1474,7 +1474,7 @@ keepCollapsed=false.</p>
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</span>
- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_maxdistance/index.html b/latest-snapshot/reference/sql/st_maxdistance/index.html
index 06678e9c..707f3f0b 100644
--- a/latest-snapshot/reference/sql/st_maxdistance/index.html
+++ b/latest-snapshot/reference/sql/st_maxdistance/index.html
@@ -1462,7 +1462,7 @@ geometries.</p>
<span class="md-icon" title="Last update">
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_minimumclearance/index.html b/latest-snapshot/reference/sql/st_minimumclearance/index.html
index 02b12f64..b536dd91 100644
--- a/latest-snapshot/reference/sql/st_minimumclearance/index.html
+++ b/latest-snapshot/reference/sql/st_minimumclearance/index.html
@@ -1486,7 +1486,7 @@ location, the function returns Double.MAX_VALUE.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_minimumclearanceline/index.html b/latest-snapshot/reference/sql/st_minimumclearanceline/index.html
index 7c85a472..e6b13e46 100644
--- a/latest-snapshot/reference/sql/st_minimumclearanceline/index.html
+++ b/latest-snapshot/reference/sql/st_minimumclearanceline/index.html
@@ -1477,7 +1477,7 @@ instead.</p>
<span class="md-icon" title="Last update">
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_mmax/index.html b/latest-snapshot/reference/sql/st_mmax/index.html
index 3a2e48ce..99ed4484 100644
--- a/latest-snapshot/reference/sql/st_mmax/index.html
+++ b/latest-snapshot/reference/sql/st_mmax/index.html
@@ -1457,7 +1457,7 @@
<span class="md-icon" title="Last update">
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</span>
diff --git a/latest-snapshot/reference/sql/st_mmin/index.html b/latest-snapshot/reference/sql/st_mmin/index.html
index 0fc77c36..0ce38d84 100644
--- a/latest-snapshot/reference/sql/st_mmin/index.html
+++ b/latest-snapshot/reference/sql/st_mmin/index.html
@@ -1458,7 +1458,7 @@
<span class="md-icon" title="Last update">
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_npoints/index.html b/latest-snapshot/reference/sql/st_npoints/index.html
index c0e90801..7a9c8c7a 100644
--- a/latest-snapshot/reference/sql/st_npoints/index.html
+++ b/latest-snapshot/reference/sql/st_npoints/index.html
@@ -1473,7 +1473,7 @@ all vertices across all components.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_numgeometries/index.html b/latest-snapshot/reference/sql/st_numgeometries/index.html
index 57dddfc4..6fec2464 100644
--- a/latest-snapshot/reference/sql/st_numgeometries/index.html
+++ b/latest-snapshot/reference/sql/st_numgeometries/index.html
@@ -1472,7 +1472,7 @@ return 1.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_overlaps/index.html b/latest-snapshot/reference/sql/st_overlaps/index.html
index b225fcfe..1f8052d0 100644
--- a/latest-snapshot/reference/sql/st_overlaps/index.html
+++ b/latest-snapshot/reference/sql/st_overlaps/index.html
@@ -1475,7 +1475,7 @@ dimension, but are not completely contained by each other.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_perimeter/index.html b/latest-snapshot/reference/sql/st_perimeter/index.html
index b1e7edb1..b623eaab 100644
--- a/latest-snapshot/reference/sql/st_perimeter/index.html
+++ b/latest-snapshot/reference/sql/st_perimeter/index.html
@@ -1473,7 +1473,7 @@ types, it returns 0. To measure lines, use ST_Length.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_point/index.html b/latest-snapshot/reference/sql/st_point/index.html
index 3f2a5391..336cdbfb 100644
--- a/latest-snapshot/reference/sql/st_point/index.html
+++ b/latest-snapshot/reference/sql/st_point/index.html
@@ -1495,7 +1495,7 @@ or CRS can be provided as a third argument.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_pointm/index.html b/latest-snapshot/reference/sql/st_pointm/index.html
index 3d7bc777..dfa5a903 100644
--- a/latest-snapshot/reference/sql/st_pointm/index.html
+++ b/latest-snapshot/reference/sql/st_pointm/index.html
@@ -1460,7 +1460,7 @@ values.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
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index b75d195a..7c20c8dc 100644
--- a/latest-snapshot/reference/sql/st_pointn/index.html
+++ b/latest-snapshot/reference/sql/st_pointn/index.html
@@ -1473,7 +1473,7 @@ Returns NULL if there is no linestring in the geometry.</p>
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diff --git a/latest-snapshot/reference/sql/st_points/index.html b/latest-snapshot/reference/sql/st_points/index.html
index 81350954..57d96a11 100644
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+++ b/latest-snapshot/reference/sql/st_points/index.html
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diff --git a/latest-snapshot/reference/sql/st_pointz/index.html b/latest-snapshot/reference/sql/st_pointz/index.html
index 6bad4d44..cc1cd6a9 100644
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+++ b/latest-snapshot/reference/sql/st_pointz/index.html
@@ -1459,7 +1459,7 @@
<span class="md-icon" title="Last update">
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+++ b/latest-snapshot/reference/sql/st_pointzm/index.html
@@ -1460,7 +1460,7 @@
<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_polygonize/index.html b/latest-snapshot/reference/sql/st_polygonize/index.html
index 779a9200..7153aff6 100644
--- a/latest-snapshot/reference/sql/st_polygonize/index.html
+++ b/latest-snapshot/reference/sql/st_polygonize/index.html
@@ -1476,7 +1476,7 @@ of rings—any closed rings in the input will become polygon boundaries.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_polygonize_agg/index.html b/latest-snapshot/reference/sql/st_polygonize_agg/index.html
index cf24aab0..c20ed94d 100644
--- a/latest-snapshot/reference/sql/st_polygonize_agg/index.html
+++ b/latest-snapshot/reference/sql/st_polygonize_agg/index.html
@@ -1464,7 +1464,7 @@ representing the edges of a polygon.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_reverse/index.html b/latest-snapshot/reference/sql/st_reverse/index.html
index cc99a245..aea29182 100644
--- a/latest-snapshot/reference/sql/st_reverse/index.html
+++ b/latest-snapshot/reference/sql/st_reverse/index.html
@@ -1457,7 +1457,7 @@
<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 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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_rotate/index.html b/latest-snapshot/reference/sql/st_rotate/index.html
index 61f4c4df..f793a49d 100644
--- a/latest-snapshot/reference/sql/st_rotate/index.html
+++ b/latest-snapshot/reference/sql/st_rotate/index.html
@@ -1459,7 +1459,7 @@ radians.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_rotatex/index.html b/latest-snapshot/reference/sql/st_rotatex/index.html
index 31d3ad42..b1e5f2e0 100644
--- a/latest-snapshot/reference/sql/st_rotatex/index.html
+++ b/latest-snapshot/reference/sql/st_rotatex/index.html
@@ -1458,7 +1458,7 @@
<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 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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_rotatey/index.html b/latest-snapshot/reference/sql/st_rotatey/index.html
index 5dfbbc73..38037d88 100644
--- a/latest-snapshot/reference/sql/st_rotatey/index.html
+++ b/latest-snapshot/reference/sql/st_rotatey/index.html
@@ -1458,7 +1458,7 @@
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_scale/index.html b/latest-snapshot/reference/sql/st_scale/index.html
index 5084de76..4b509969 100644
--- a/latest-snapshot/reference/sql/st_scale/index.html
+++ b/latest-snapshot/reference/sql/st_scale/index.html
@@ -1475,7 +1475,7 @@ scale factor. A 3D variant accepts <code>scaleZ</code>.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_setcrs/index.html b/latest-snapshot/reference/sql/st_setcrs/index.html
index 20f80e4d..e5cd1105 100644
--- a/latest-snapshot/reference/sql/st_setcrs/index.html
+++ b/latest-snapshot/reference/sql/st_setcrs/index.html
@@ -1476,7 +1476,7 @@ coordinates.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_setsrid/index.html b/latest-snapshot/reference/sql/st_setsrid/index.html
index de06d361..32903738 100644
--- a/latest-snapshot/reference/sql/st_setsrid/index.html
+++ b/latest-snapshot/reference/sql/st_setsrid/index.html
@@ -1473,7 +1473,7 @@ ST_Transform to actually reproject coordinates.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_simplify/index.html b/latest-snapshot/reference/sql/st_simplify/index.html
index d632fb75..af503b7c 100644
--- a/latest-snapshot/reference/sql/st_simplify/index.html
+++ b/latest-snapshot/reference/sql/st_simplify/index.html
@@ -1480,7 +1480,7 @@ maintained.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
</span>
diff --git a/latest-snapshot/reference/sql/st_simplifypreservetopology/index.html b/latest-snapshot/reference/sql/st_simplifypreservetopology/index.html
index c734b239..6f1e1a06 100644
--- a/latest-snapshot/reference/sql/st_simplifypreservetopology/index.html
+++ b/latest-snapshot/reference/sql/st_simplifypreservetopology/index.html
@@ -1477,7 +1477,7 @@ with the components having the same topological relationship.</p>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
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diff --git a/latest-snapshot/reference/sql/st_snap/index.html b/latest-snapshot/reference/sql/st_snap/index.html
index a8800c88..ce4595b3 100644
--- a/latest-snapshot/reference/sql/st_snap/index.html
+++ b/latest-snapshot/reference/sql/st_snap/index.html
@@ -1478,7 +1478,7 @@ distance.</p>
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diff --git a/latest-snapshot/reference/sql/st_srid/index.html b/latest-snapshot/reference/sql/st_srid/index.html
index dd03b014..684ae8f4 100644
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+++ b/latest-snapshot/reference/sql/st_srid/index.html
@@ -1457,7 +1457,7 @@
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diff --git a/latest-snapshot/reference/sql/st_startpoint/index.html b/latest-snapshot/reference/sql/st_startpoint/index.html
index f0553a95..e0e34e4b 100644
--- a/latest-snapshot/reference/sql/st_startpoint/index.html
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@@ -1459,7 +1459,7 @@
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diff --git a/latest-snapshot/reference/sql/st_symdifference/index.html b/latest-snapshot/reference/sql/st_symdifference/index.html
index 6626d343..dd513576 100644
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+++ b/latest-snapshot/reference/sql/st_symdifference/index.html
@@ -1461,7 +1461,7 @@
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</span>
diff --git a/latest-snapshot/reference/sql/st_touches/index.html b/latest-snapshot/reference/sql/st_touches/index.html
index 1f233826..0826e16b 100644
--- a/latest-snapshot/reference/sql/st_touches/index.html
+++ b/latest-snapshot/reference/sql/st_touches/index.html
@@ -1475,7 +1475,7 @@ common but no interior points in common.</p>
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diff --git a/latest-snapshot/reference/sql/st_transform/index.html b/latest-snapshot/reference/sql/st_transform/index.html
index 11a0c3b9..d139bcd0 100644
--- a/latest-snapshot/reference/sql/st_transform/index.html
+++ b/latest-snapshot/reference/sql/st_transform/index.html
@@ -1478,7 +1478,7 @@ source_crs takes precedence over the geometry’s SRID.</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
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diff --git a/latest-snapshot/reference/sql/st_translate/index.html b/latest-snapshot/reference/sql/st_translate/index.html
index 9f786ffe..345c42fd 100644
--- a/latest-snapshot/reference/sql/st_translate/index.html
+++ b/latest-snapshot/reference/sql/st_translate/index.html
@@ -1475,7 +1475,7 @@
<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 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>
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diff --git a/latest-snapshot/reference/sql/st_unaryunion/index.html b/latest-snapshot/reference/sql/st_unaryunion/index.html
index eb0779a3..3f31b112 100644
--- a/latest-snapshot/reference/sql/st_unaryunion/index.html
+++ b/latest-snapshot/reference/sql/st_unaryunion/index.html
@@ -1473,7 +1473,7 @@ geometry).</p>
<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>
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_union/index.html b/latest-snapshot/reference/sql/st_union/index.html
index f98010c9..9829b5b2 100644
--- a/latest-snapshot/reference/sql/st_union/index.html
+++ b/latest-snapshot/reference/sql/st_union/index.html
@@ -1462,7 +1462,7 @@ geometries.</p>
<span class="md-icon" title="Last update">
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_union_agg/index.html b/latest-snapshot/reference/sql/st_union_agg/index.html
index e3d8f928..0408d85e 100644
--- a/latest-snapshot/reference/sql/st_union_agg/index.html
+++ b/latest-snapshot/reference/sql/st_union_agg/index.html
@@ -1462,7 +1462,7 @@ geometries.</p>
<span class="md-icon" title="Last update">
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/reference/sql/st_within/index.html b/latest-snapshot/reference/sql/st_within/index.html
index aa063488..354c4532 100644
--- a/latest-snapshot/reference/sql/st_within/index.html
+++ b/latest-snapshot/reference/sql/st_within/index.html
@@ -1476,7 +1476,7 @@ the inverse of <code>ST_Contains</code>: <code>ST_Within(A, B)</code> is equival
<span class="md-icon" title="Last update">
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</span>
diff --git a/latest-snapshot/reference/sql/st_x/index.html b/latest-snapshot/reference/sql/st_x/index.html
index 33683820..28236aa8 100644
--- a/latest-snapshot/reference/sql/st_x/index.html
+++ b/latest-snapshot/reference/sql/st_x/index.html
@@ -1471,7 +1471,7 @@
<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_xmax/index.html b/latest-snapshot/reference/sql/st_xmax/index.html
index 541fac1e..202b5ca1 100644
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+++ b/latest-snapshot/reference/sql/st_xmax/index.html
@@ -1457,7 +1457,7 @@
<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_xmin/index.html b/latest-snapshot/reference/sql/st_xmin/index.html
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@@ -1457,7 +1457,7 @@
<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_y/index.html b/latest-snapshot/reference/sql/st_y/index.html
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@@ -1470,7 +1470,7 @@
<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_ymax/index.html b/latest-snapshot/reference/sql/st_ymax/index.html
index 00c3addc..82308ef9 100644
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<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_ymin/index.html b/latest-snapshot/reference/sql/st_ymin/index.html
index 1619677e..5e008f47 100644
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<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_z/index.html b/latest-snapshot/reference/sql/st_z/index.html
index 4749c0f4..eab3c20f 100644
--- a/latest-snapshot/reference/sql/st_z/index.html
+++ b/latest-snapshot/reference/sql/st_z/index.html
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<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_zmax/index.html b/latest-snapshot/reference/sql/st_zmax/index.html
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<span class="md-icon" title="Last update">
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diff --git a/latest-snapshot/reference/sql/st_zmflag/index.html b/latest-snapshot/reference/sql/st_zmflag/index.html
index 3430a0c4..24e0ab0b 100644
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+++ b/latest-snapshot/reference/sql/st_zmflag/index.html
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
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index 18739dc1..13c81249 100644
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+++ b/latest-snapshot/reference/sql/st_zmin/index.html
@@ -1457,7 +1457,7 @@
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 20:28:55 UTC">February 23, 2026 20:28:55</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="February 23, 2026 22:34:01 UTC">February 23, 2026 22:34:01</span>
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diff --git a/latest-snapshot/search/search_index.json b/latest-snapshot/search/search_index.json
index 828a8d89..d8930cf3 100644
--- a/latest-snapshot/search/search_index.json
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