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Posted to commits@sedona.apache.org by gi...@apache.org on 2025/11/09 07:00:31 UTC
(sedona-db) branch asf-site updated: Deployed 66265f7 to 0.1.0 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 40047c2 Deployed 66265f7 to 0.1.0 with MkDocs 1.6.1 and mike 2.1.3
40047c2 is described below
commit 40047c224680ce0bda3139f28900c336003a1356
Author: GitHub Actions <ac...@github.com>
AuthorDate: Sun Nov 9 07:00:26 2025 +0000
Deployed 66265f7 to 0.1.0 with MkDocs 1.6.1 and mike 2.1.3
---
0.1.0/404.html | 192 ++++--
0.1.0/assets/stylesheets/main.2a3383ac.min.css | 1 -
0.1.0/assets/stylesheets/main.2a3383ac.min.css.map | 1 -
0.1.0/assets/stylesheets/main.84d31ad4.min.css | 1 +
0.1.0/assets/stylesheets/main.84d31ad4.min.css.map | 1 +
0.1.0/contributors-guide/index.html | 675 +++++++++++++-------
0.1.0/crs-examples/index.html | 303 +++++----
0.1.0/delta-lake.ipynb | 425 +++++++++++++
0.1.0/{quickstart-python => delta-lake}/index.html | 677 ++++++++++++---------
0.1.0/geopandas-interop/index.html | 303 +++++----
0.1.0/index.html | 201 ++++--
0.1.0/overture-examples/index.html | 297 +++++----
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0.1.0/reference/sql-joins/index.html | 393 +++++++-----
0.1.0/reference/sql/index.html | 375 +++++++-----
0.1.0/search/search_index.json | 2 +-
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0.1.0/sitemap.xml.gz | Bin 322 -> 331 bytes
0.1.0/working-with-parquet-files/index.html | 295 +++++----
0.1.0/working-with-sql-sedonadb/index.html | 331 ++++++----
22 files changed, 3509 insertions(+), 1781 deletions(-)
diff --git a/0.1.0/404.html b/0.1.0/404.html
index 6cb14f1..1723858 100644
--- a/0.1.0/404.html
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@@ -14,7 +14,7 @@
<link rel="icon" href="/sedonadb/latest/image/sedona_logo_symbol.png">
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- <link rel="stylesheet" href="/sedonadb/latest/assets/stylesheets/main.2a3383ac.min.css">
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<link rel="stylesheet" href="/sedonadb/latest/assets/stylesheets/palette.06af60db.min.css">
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+ <a href="/sedonadb/latest/geopandas-interop/" class="md-nav__link">
<span class="md-ellipsis">
- Working with SQL in SedonaDB
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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<div class="md-source__repository">
apache/sedona-db
@@ -438,7 +436,7 @@
<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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<div class="md-source__repository">
apache/sedona-db
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<a href="../geopandas-interop/" class="md-nav__link">
@@ -750,6 +917,29 @@
+ <li class="md-nav__item">
+ <a href="../delta-lake/" class="md-nav__link">
+
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+
+ <span class="md-ellipsis">
+ Delta Lake
+
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<li class="md-nav__item">
<a href="../working-with-parquet-files/" class="md-nav__link">
@@ -790,6 +980,14 @@
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+ </nav>
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+ </li>
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@@ -856,28 +1054,37 @@
</li>
<li class="md-nav__item">
- <a href="#rust" class="md-nav__link">
+ <a href="#system-dependencies" class="md-nav__link">
<span class="md-ellipsis">
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+ System dependencies
</span>
</a>
- <nav class="md-nav" aria-label="Rust">
+ <nav class="md-nav" aria-label="System dependencies">
<ul class="md-nav__list">
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- <a href="#test-data-setup" class="md-nav__link">
+ <a href="#macos-homebrew" class="md-nav__link">
<span class="md-ellipsis">
- Test data setup
+ macOS: Homebrew
</span>
</a>
</li>
<li class="md-nav__item">
- <a href="#system-dependencies" class="md-nav__link">
+ <a href="#windows" class="md-nav__link">
<span class="md-ellipsis">
- System dependencies
+ Windows
+ </span>
+ </a>
+
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+
+ <li class="md-nav__item">
+ <a href="#linux" class="md-nav__link">
+ <span class="md-ellipsis">
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</span>
</a>
@@ -886,6 +1093,24 @@
</ul>
</nav>
+</li>
+
+ <li class="md-nav__item">
+ <a href="#rust" class="md-nav__link">
+ <span class="md-ellipsis">
+ Rust
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#test-data-setup" class="md-nav__link">
+ <span class="md-ellipsis">
+ Test data setup
+ </span>
+ </a>
+
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<li class="md-nav__item">
@@ -928,6 +1153,48 @@
</ul>
</nav>
+</li>
+
+ <li class="md-nav__item">
+ <a href="#testing" class="md-nav__link">
+ <span class="md-ellipsis">
+ Testing
+ </span>
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+
+ <nav class="md-nav" aria-label="Testing">
+ <ul class="md-nav__list">
+
+ <li class="md-nav__item">
+ <a href="#running-rust-tests" class="md-nav__link">
+ <span class="md-ellipsis">
+ Running Rust tests
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#running-python-tests" class="md-nav__link">
+ <span class="md-ellipsis">
+ Running Python tests
+ </span>
+ </a>
+
+</li>
+
+ </ul>
+ </nav>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#linting" class="md-nav__link">
+ <span class="md-ellipsis">
+ Linting
+ </span>
+ </a>
+
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@@ -979,129 +1246,6 @@
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@@ -1235,28 +1379,37 @@
</li>
<li class="md-nav__item">
- <a href="#rust" class="md-nav__link">
+ <a href="#system-dependencies" class="md-nav__link">
<span class="md-ellipsis">
- Rust
+ System dependencies
</span>
</a>
- <nav class="md-nav" aria-label="Rust">
+ <nav class="md-nav" aria-label="System dependencies">
<ul class="md-nav__list">
<li class="md-nav__item">
- <a href="#test-data-setup" class="md-nav__link">
+ <a href="#macos-homebrew" class="md-nav__link">
<span class="md-ellipsis">
- Test data setup
+ macOS: Homebrew
</span>
</a>
</li>
<li class="md-nav__item">
- <a href="#system-dependencies" class="md-nav__link">
+ <a href="#windows" class="md-nav__link">
<span class="md-ellipsis">
- System dependencies
+ Windows
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#linux" class="md-nav__link">
+ <span class="md-ellipsis">
+ Linux
</span>
</a>
@@ -1265,6 +1418,24 @@
</ul>
</nav>
+</li>
+
+ <li class="md-nav__item">
+ <a href="#rust" class="md-nav__link">
+ <span class="md-ellipsis">
+ Rust
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#test-data-setup" class="md-nav__link">
+ <span class="md-ellipsis">
+ Test data setup
+ </span>
+ </a>
+
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<li class="md-nav__item">
@@ -1307,6 +1478,48 @@
</ul>
</nav>
+</li>
+
+ <li class="md-nav__item">
+ <a href="#testing" class="md-nav__link">
+ <span class="md-ellipsis">
+ Testing
+ </span>
+ </a>
+
+ <nav class="md-nav" aria-label="Testing">
+ <ul class="md-nav__list">
+
+ <li class="md-nav__item">
+ <a href="#running-rust-tests" class="md-nav__link">
+ <span class="md-ellipsis">
+ Running Rust tests
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#running-python-tests" class="md-nav__link">
+ <span class="md-ellipsis">
+ Running Python tests
+ </span>
+ </a>
+
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+
+ </ul>
+ </nav>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#linting" class="md-nav__link">
+ <span class="md-ellipsis">
+ Linting
+ </span>
+ </a>
+
</li>
<li class="md-nav__item">
@@ -1443,16 +1656,76 @@ origin<span class="w"> </span>https://github.com/YourUsername/sedona-db.git<s
upstream<span class="w"> </span>https://github.com/apache/sedona-db.git<span class="w"> </span><span class="o">(</span>fetch<span class="o">)</span>
upstream<span class="w"> </span>https://github.com/apache/sedona-db.git<span class="w"> </span><span class="o">(</span>push<span class="o">)</span>
</code></pre></div>
+<h2 id="system-dependencies">System dependencies<a class="headerlink" href="#system-dependencies" title="Permanent link">¶</a></h2>
</li>
</ul>
</li>
</ol>
+<p>Some crates in the workspace wrap native libraries and require system dependencies (GEOS, PROJ, Abseil, OpenSSL, CMake, etc.). We recommend using:</p>
+<h3 id="macos-homebrew">macOS: Homebrew<a class="headerlink" href="#macos-homebrew" title="Permanent link">¶</a></h3>
+<p><code>bash brew install abseil openssl cmake geos proj</code></p>
+<p>Ensure Homebrew-installed tools are on your PATH (Homebrew usually does this automatically).</p>
+<h3 id="windows">Windows<a class="headerlink" href="#windows" title="Permanent link">¶</a></h3>
+<p>Suggested workflow (PowerShell):</p>
+<p>First, install Rust if it is not already installed:</p>
+<div class="highlight"><pre><span></span><code><span class="nb">Invoke-WebRequest</span> <span class="n">https</span><span class="p">://</span><span class="n">sh</span><span class="p">.</span><span class="n">rustup</span><span class="p">.</span><span class="n">rs</span> <span class="n">-UseBasicParsing</span> <span class="n">-OutFile</span> <span class="n">rustup-init</span><span class="p">.</span><span class="n">exe</span>
+<span class="p">.\</span><span class="n">rustup-init</span><span class="p">.</span><span class="n">exe</span>
+<span class="c"># Restart PowerShell</span>
+<span class="n">rustc</span> <span class="p">-</span><span class="n">-version</span>
+<span class="n">cargo</span> <span class="p">-</span><span class="n">-version</span>
+</code></pre></div>
+<p>Next, install Visual Studio Build Tools (<a href="https://visualstudio.microsoft.com/downloads/">https://visualstudio.microsoft.com/downloads/</a>). Pick "Desktop development with C++" during install.</p>
+<p>Next, install CMake (<a href="https://cmake.org/">https://cmake.org/</a>). Ensure "Add CMake to system PATH" is selected during installation.</p>
+<div class="highlight"><pre><span></span><code><span class="n">cmake</span> <span class="p">-</span><span class="n">-version</span>
+</code></pre></div>
+<p>Now, install and bootstrap vcpkg (example path: C:\dev\vcpkg — you can choose a different path; see note below about short paths):</p>
+<div class="highlight"><pre><span></span><code><span class="n">git</span> <span class="n">clone</span> <span class="n">https</span><span class="p">://</span><span class="n">github</span><span class="p">.</span><span class="n">com</span><span class="p">/</span><span class="n">microsoft</span><span class="p">/</span><span class="n">vcpkg</span><span class="p">.</span><span class="n">git</span> <span class="n">C</span><span class="p">:\</span><span class="n">dev</span><span class="p">\</spa [...]
+<span class="nb">cd </span><span class="n">C</span><span class="p">:\</span><span class="n">dev</span><span class="p">\</span><span class="n">vcpkg</span>
+<span class="p">.\</span><span class="n">bootstrap-vcpkg</span><span class="p">.</span><span class="n">bat</span>
+</code></pre></div>
+<p>Next, install the required libraries with vcpkg:</p>
+<div class="highlight"><pre><span></span><code><span class="n">C</span><span class="p">:\</span><span class="n">dev</span><span class="p">\</span><span class="n">vcpkg</span><span class="p">\</span><span class="n">vcpkg</span><span class="p">.</span><span class="n">exe</span> <span class="n">install</span> <span class="n">geos</span> <span class="n">proj</span> <span class="n">abseil</span> <span class="n">openssl</span>
+</code></pre></div>
+<p>Configure environment variables (PowerShell example — update paths as needed):</p>
+<div class="highlight"><pre><span></span><code><span class="nv">$env:VCPKG_ROOT</span> <span class="p">=</span> <span class="s1">'C:\dev\vcpkg'</span>
+<span class="nv">$env:CMAKE_TOOLCHAIN_FILE</span> <span class="p">=</span> <span class="s2">"${env:VCPKG_ROOT}/scripts/buildsystems/vcpkg.cmake"</span>
+
+<span class="c"># Add pkg-config/ msys path (hash may vary) for using pkg-config command</span>
+<span class="nv">$env:PATH</span> <span class="p">=</span> <span class="s2">"${env:VCPKG_ROOT}/downloads/tools/msys2/<msys-hash>/mingw64/bin/;${env:PATH}"</span>
+<span class="c"># Add path to DLLs (without this, the build still succeeds, but loading fails)</span>
+<span class="nv">$env:PATH</span> <span class="p">=</span> <span class="s2">"${env:VCPKG_ROOT}/installed/x64-windows/bin/;${env:PATH}"</span>
+<span class="c"># Add other pkg-config related settings</span>
+<span class="nv">$env:PKG_CONFIG_SYSROOT_DIR</span> <span class="p">=</span> <span class="s2">"${env:VCPKG_ROOT}/downloads/tools/msys2/<msys-hash>/mingw64/"</span>
+<span class="nv">$env:PKG_CONFIG_PATH</span> <span class="p">=</span> <span class="s2">"${env:VCPKG_ROOT}/installed/x64-windows/lib/pkgconfig/"</span>
+</code></pre></div>
+<p>Note: the downloads/tools/msys2/<msys-hash> folder name varies per vcpkg bootstrap. Replace <msys-hash> with the actual folder name on your system.</msys-hash></msys-hash></p>
+<p>VS Code integration (so rust-analyzer sees the toolchain):</p>
+<p>Add to your <code>settings.json</code>:</p>
+<div class="highlight"><pre><span></span><code><span class="p">{</span>
+<span class="w"> </span><span class="nt">"rust-analyzer.runnables.extraEnv"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="nt">"CMAKE_TOOLCHAIN_FILE"</span><span class="p">:</span><span class="w"> </span><span class="s2">"C:/dev/vcpkg/scripts/buildsystems/vcpkg.cmake"</span>
+<span class="w"> </span><span class="p">},</span>
+<span class="w"> </span><span class="nt">"rust-analyzer.cargo.extraEnv"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="nt">"CMAKE_TOOLCHAIN_FILE"</span><span class="p">:</span><span class="w"> </span><span class="s2">"C:/dev/vcpkg/scripts/buildsystems/vcpkg.cmake"</span>
+<span class="w"> </span><span class="p">}</span>
+<span class="p">}</span>
+</code></pre></div>
+<h3 id="linux">Linux<a class="headerlink" href="#linux" title="Permanent link">¶</a></h3>
+<p>Linux users may install system dependencies from a system package manager. Note that recent versions are required because the Abseil version required is relatively recent compared to the package version on some common LTS platforms.</p>
+<p>Ubuntu/Debian (Ubuntu 24.04 LTS is too old; however, later versions have the required version of Abseil)</p>
+<div class="highlight"><pre><span></span><code>sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>build-essential<span class="w"> </span>cmake<span class="w"> </span>libssl-dev<span class="w"> </span>libproj-dev<span class="w"> </span>libgeos-dev<span class="w"> </span>python3-dev<span class="w"> </span>libabsl-dev
+</code></pre></div>
<h2 id="rust">Rust<a class="headerlink" href="#rust" title="Permanent link">¶</a></h2>
<p>SedonaDB is written in Rust and is a standard <code>cargo</code> workspace.</p>
-<p>You can install a recent version of the Rust compiler and cargo from
+<p>Before running cargo test, make sure to set the CMake toolchain variable:</p>
+<p><code>export CMAKE_TOOLCHAIN_FILE=/path/to/vcpkg/scripts/buildsystems/vcpkg.cmake</code></p>
+<p>Replace <code>/path/to/vcpkg/</code> with the actual path to your vcpkg installation.</p>
+<p>Once set, you can run: <code>cargo test</code></p>
+<p>This ensures that Cargo and proj-sys can find the correct C/C++ dependencies via CMake.
+You can install a recent version of the Rust compiler and cargo from
<a href="https://rustup.rs/">rustup.rs</a> and run tests using <code>cargo test</code>.</p>
<p>A local development version of the CLI can be run with <code>cargo run --bin sedona-cli</code>.</p>
-<h3 id="test-data-setup">Test data setup<a class="headerlink" href="#test-data-setup" title="Permanent link">¶</a></h3>
+<h2 id="test-data-setup">Test data setup<a class="headerlink" href="#test-data-setup" title="Permanent link">¶</a></h2>
<p>Some tests require submodules that contain test data or pinned versions of
external dependencies. These submodules can be initialized with:</p>
<div class="highlight"><pre><span></span><code>git<span class="w"> </span>submodule<span class="w"> </span>init
@@ -1461,37 +1734,6 @@ git<span class="w"> </span>submodule<span class="w"> </span>update<span class="w
<p>Additionally, some of the data required in the tests can be downloaded by running the following script.</p>
<div class="highlight"><pre><span></span><code>python<span class="w"> </span>submodules/download-assets.py
</code></pre></div>
-<h3 id="system-dependencies">System dependencies<a class="headerlink" href="#system-dependencies" title="Permanent link">¶</a></h3>
-<p>Some crates wrap external native libraries and require system dependencies
-to build.</p>
-<div class="admonition note">
-<p class="admonition-title"><code>sedona-s2geography</code></p>
-<p>At this time, the only crate that requires this is the <code>sedona-s2geography</code>
-crate, which requires <a href="https://cmake.org">CMake</a>,
-<a href="https://github.com/abseil/abseil-cpp">Abseil</a> and OpenSSL.</p>
-</div>
-<h4 id="macos">macOS<a class="headerlink" href="#macos" title="Permanent link">¶</a></h4>
-<p>These can be installed on macOS with <a href="https://brew.sh">Homebrew</a>:</p>
-<div class="highlight"><pre><span></span><code>brew<span class="w"> </span>install<span class="w"> </span>abseil<span class="w"> </span>openssl<span class="w"> </span>cmake<span class="w"> </span>geos
-</code></pre></div>
-<h4 id="linux-and-windows">Linux and Windows<a class="headerlink" href="#linux-and-windows" title="Permanent link">¶</a></h4>
-<p>On Linux and Windows, it is recommended to use <a href="https://github.com/microsoft/vcpkg">vcpkg</a>
-to provide external dependencies. This can be done by setting the <code>CMAKE_TOOLCHAIN_FILE</code>
-environment variable:</p>
-<div class="highlight"><pre><span></span><code><span class="nb">export</span><span class="w"> </span><span class="nv">CMAKE_TOOLCHAIN_FILE</span><span class="o">=</span>/path/to/vcpkg/scripts/buildsystems/vcpkg.cmake
-</code></pre></div>
-<h4 id="visual-studio-code-vscode-configuration">Visual Studio Code (VSCode) Configuration<a class="headerlink" href="#visual-studio-code-vscode-configuration" title="Permanent link">¶</a></h4>
-<p>When using VSCode, it may be necessary to set this environment variable in <code>settings.json</code>
-such that it can be found by rust-analyzer when running build/run tasks:</p>
-<div class="highlight"><pre><span></span><code><span class="p">{</span>
-<span class="w"> </span><span class="nt">"rust-analyzer.runnables.extraEnv"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w"> </span><span class="nt">"CMAKE_TOOLCHAIN_FILE"</span><span class="p">:</span><span class="w"> </span><span class="s2">"/path/to/vcpkg/scripts/buildsystems/vcpkg.cmake"</span>
-<span class="w"> </span><span class="p">},</span>
-<span class="w"> </span><span class="nt">"rust-analyzer.cargo.extraEnv"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w"> </span><span class="nt">"CMAKE_TOOLCHAIN_FILE"</span><span class="p">:</span><span class="w"> </span><span class="s2">"/path/to/vcpkg/scripts/buildsystems/vcpkg.cmake"</span>
-<span class="w"> </span><span class="p">}</span>
-<span class="p">}</span>
-</code></pre></div>
<h2 id="python">Python<a class="headerlink" href="#python" title="Permanent link">¶</a></h2>
<p>Python bindings to SedonaDB are built with the <a href="https://www.maturin.rs">Maturin</a> build
backend.</p>
@@ -1503,41 +1745,54 @@ pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </s
native component with:</p>
<div class="highlight"><pre><span></span><code>maturin<span class="w"> </span>develop
</code></pre></div>
+<p>If you don't yet have maturin installed, you can install it using pip</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>maturin
+</code></pre></div>
<h2 id="debugging">Debugging<a class="headerlink" href="#debugging" title="Permanent link">¶</a></h2>
<h3 id="rust_1">Rust<a class="headerlink" href="#rust_1" title="Permanent link">¶</a></h3>
-<p>Debugging Rust code is most easily done by writing or finding a test that triggers
-the desired behavior and running it using the <em>Debug</em> selection in
-<a href="https://code.visualstudio.com/">VSCode</a> with the
-<a href="https://marketplace.visualstudio.com/items?itemName=rust-lang.rust-analyzer">rust-analyzer</a>
-extension. Rust code can also be debugged using the CLI by finding the <code>main()</code> function in
+<p>Debugging Rust code is most easily done by writing or finding a test that triggers the desired behavior and running it using the <em>Debug</em> selection in <a href="https://code.visualstudio.com/">VSCode</a> with the <a href="https://marketplace.visualstudio.com/items?itemName=rust-lang.rust-analyzer">rust-analyzer</a> extension. Rust code can also be debugged using the CLI by finding the <code>main()</code> function in
<code>sedona-cli</code> and choosing the <em>Debug</em> run option.</p>
<h3 id="python-c-and-c">Python, C, and C++<a class="headerlink" href="#python-c-and-c" title="Permanent link">¶</a></h3>
-<p>Installation of Python bindings with <code>maturin develop</code> ensures a debug-friendly build for
-debugging Rust, Python, or C/C++ code. Python code can be debugged using breakpoints in
-any IDE that supports debugging an editable Python package installation (e.g., VSCode);
-Rust, C, or C++ code can be debugged using the
-<a href="https://marketplace.visualstudio.com/items?itemName=vadimcn.vscode-lldb">CodeLLDB</a>
-<em>Attach to Process...</em> command from the command palette in VSCode.</p>
+<p>Installation of Python bindings with <code>maturin develop</code> ensures a debug-friendly build for debugging Rust, Python, or C/C++ code. Python code can be debugged using breakpoints in any IDE that supports debugging an editable Python package installation (e.g., VSCode); Rust, C, or C++ code can be debugged using the <a href="https://marketplace.visualstudio.com/items?itemName=vadimcn.vscode-lldb">CodeLLDB</a> <em>Attach to Process...</em> command from the command palette in VSCode.</p>
+<h2 id="testing">Testing<a class="headerlink" href="#testing" title="Permanent link">¶</a></h2>
+<h3 id="running-rust-tests">Running Rust tests<a class="headerlink" href="#running-rust-tests" title="Permanent link">¶</a></h3>
+<p>We use cargo to run the Rust tests.</p>
+<div class="highlight"><pre><span></span><code>cargo<span class="w"> </span><span class="nb">test</span>
+</code></pre></div>
+<h3 id="running-python-tests">Running Python tests<a class="headerlink" href="#running-python-tests" title="Permanent link">¶</a></h3>
+<p>A large number of the Python tests rely on a running PostGIS instance. You can spin one up by using the providied PostGIS docker compose file.</p>
+<div class="highlight"><pre><span></span><code>docker<span class="w"> </span>compose<span class="w"> </span>up<span class="w"> </span>-d
+</code></pre></div>
+<p>You can later shut it down with</p>
+<div class="highlight"><pre><span></span><code>docker<span class="w"> </span>compose<span class="w"> </span>down
+</code></pre></div>
+<p>To run the actual Python tests, you can use pytest.</p>
+<p>e.g Run all of the tests</p>
+<div class="highlight"><pre><span></span><code>pytest<span class="w"> </span>python/sedonadb/tests
+</code></pre></div>
+<p>Remember that you need to run <code>maturin develop</code> to update your python installation after changes in Rust code.</p>
+<h2 id="linting">Linting<a class="headerlink" href="#linting" title="Permanent link">¶</a></h2>
+<p>Install pre-commit. This will automatically run various checks (e.g formatting) that will be needed to pass CI.</p>
+<div class="highlight"><pre><span></span><code>pre-commit<span class="w"> </span>install
+</code></pre></div>
+<p>If pre-commit is not already installed, you can install it using pip.</p>
+<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>pre-commit
+</code></pre></div>
+<p>Additionally, you should run clippy to catch common lints before pushing new Rust changes. This is not included in <code>pre-commit</code>, so this should be run manually. Fix any suggestions it makes, and run it again to make sure there are no other changes to make.</p>
+<div class="highlight"><pre><span></span><code>cargo<span class="w"> </span>clippy
+</code></pre></div>
<h2 id="low-level-benchmarking">Low-level benchmarking<a class="headerlink" href="#low-level-benchmarking" title="Permanent link">¶</a></h2>
-<p>Low-level Rust benchmarks use <a href="https://github.com/bheisler/criterion.rs">criterion</a>.
-In general, there is at least one benchmark for every implementation of a function
-(some functions have more than one implementation provided by different libraries),
-and a few other benchmarks for low-level iteration where work was done to optimize
-specific cases.</p>
+<p>Low-level Rust benchmarks use <a href="https://github.com/bheisler/criterion.rs">criterion</a>. In general, there is at least one benchmark for every implementation of a function (some functions have more than one implementation provided by different libraries), and a few other benchmarks for low-level iteration where work was done to optimize specific cases.</p>
<h3 id="running-benchmarks">Running benchmarks<a class="headerlink" href="#running-benchmarks" title="Permanent link">¶</a></h3>
<p>Benchmarks for a specific crate can be run with <code>cargo bench</code>:</p>
<div class="highlight"><pre><span></span><code><span class="nb">cd</span><span class="w"> </span>rust/sedona-geo
cargo<span class="w"> </span>bench
</code></pre></div>
-<p>Benchmarks for a specific function can be run with a filter. These can be run
-from the workspace or a specific crate (although the output is usually easier
-to read for a specific crate).</p>
+<p>Benchmarks for a specific function can be run with a filter. These can be run from the workspace or a specific crate (although the output is usually easier to read for a specific crate).</p>
<div class="highlight"><pre><span></span><code>cargo<span class="w"> </span>bench<span class="w"> </span>--<span class="w"> </span>st_area
</code></pre></div>
<h3 id="managing-results">Managing results<a class="headerlink" href="#managing-results" title="Permanent link">¶</a></h3>
-<p>By default, criterion saves the last run and will report the difference between the
-current benchmark and the last time it was run (although there are options to
-save and load various baselines).</p>
+<p>By default, criterion saves the last run and will report the difference between the current benchmark and the last time it was run (although there are options to save and load various baselines).</p>
<p>A report of the latest results for all benchmarks can be opened with the following command:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="1:2"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio"><input id="__tabbed_1_2" name="__tabbed_1" type="radio"><div class="tabbed-labels"><label for="__tabbed_1_1">macOS</label><label for="__tabbed_1_2">Ubuntu</label></div>
<div class="tabbed-content">
@@ -1590,7 +1845,7 @@ save and load various baselines).</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="September 24, 2025 00:17:58 UTC">September 24, 2025 00:17:58</span>
+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="November 9, 2025 03:42:23 UTC">November 9, 2025 03:42:23</span>
</span>
@@ -1642,22 +1897,6 @@ save and load various baselines).</p>
</a>
-
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</nav>
@@ -1688,7 +1927,7 @@ save and load various baselines).</p>
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
</a>
@@ -1699,7 +1938,7 @@ save and load various baselines).</p>
<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
</a>
@@ -1710,7 +1949,7 @@ save and load various baselines).</p>
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
</a>
</div>
diff --git a/0.1.0/crs-examples/index.html b/0.1.0/crs-examples/index.html
index 0e30f8b..40e9121 100644
--- a/0.1.0/crs-examples/index.html
+++ b/0.1.0/crs-examples/index.html
@@ -13,11 +13,11 @@
<link rel="prev" href="../overture-examples/">
- <link rel="next" href="../working-with-parquet-files/">
+ <link rel="next" href="../delta-lake/">
<link rel="icon" href="../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
+ <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.23">
@@ -25,7 +25,7 @@
- <link rel="stylesheet" href="../assets/stylesheets/main.2a3383ac.min.css">
+ <link rel="stylesheet" href="../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
@@ -189,7 +189,7 @@
<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
</div>
<div class="md-source__repository">
apache/sedona-db
@@ -438,7 +438,7 @@
<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
</div>
<div class="md-source__repository">
apache/sedona-db
@@ -681,6 +681,177 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item md-nav__item--section md-nav__item--nested">
+
+
+
+ <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4">
+
+
+ <label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="">
+
+
+
+ <span class="md-ellipsis">
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@@ -835,12 +1006,12 @@
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- <a href="../working-with-parquet-files/" class="md-nav__link">
+ <a href="../delta-lake/" class="md-nav__link">
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+ Delta Lake
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@@ -858,12 +1029,12 @@
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+ <a href="../working-with-parquet-files/" class="md-nav__link">
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@@ -881,12 +1052,12 @@
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+ <a href="../working-with-sql-sedonadb/" class="md-nav__link">
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@@ -897,93 +1068,9 @@
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@@ -996,12 +1083,12 @@
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- <a href="../reference/sql-joins/" class="md-nav__link">
+ <a href="../contributors-guide/" class="md-nav__link">
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@@ -1018,14 +1105,6 @@
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@@ -1522,13 +1601,13 @@
- <a href="../working-with-parquet-files/" class="md-footer__link md-footer__link--next" aria-label="Next: Working with Parquet Files">
+ <a href="../delta-lake/" class="md-footer__link md-footer__link--next" aria-label="Next: Delta Lake">
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@@ -1567,7 +1646,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
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@@ -1578,7 +1657,7 @@
<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
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</div>
diff --git a/0.1.0/delta-lake.ipynb b/0.1.0/delta-lake.ipynb
new file mode 100644
index 0000000..c156a0f
--- /dev/null
+++ b/0.1.0/delta-lake.ipynb
@@ -0,0 +1,425 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "3425268d-6430-4e52-9019-969d61ef5458",
+ "metadata": {},
+ "source": [
+ "# SedonaDB + Delta Lake\n",
+ "\n",
+ "This page shows how to read and write Delta Lake tables with SedonaDB.\n",
+ "\n",
+ "Make sure you run `pip install deltalake` to run the code snippets below."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "83f5ca25-8059-4624-bd00-e44cd172d9c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from deltalake import write_deltalake, DeltaTable\n",
+ "import sedona.db\n",
+ "import pyarrow.compute as pc\n",
+ "\n",
+ "sd = sedona.db.connect()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a90b1bf-99f9-4f50-987b-f1f30bf9988a",
+ "metadata": {},
+ "source": [
+ "Read in a GeoParquet dataset into a SedonaDB DataFrame."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "a37f3a30-3267-4bfc-8e5b-e234053927af",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "countries = sd.read_parquet(\n",
+ " \"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_countries_geo.parquet\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1f82b047-8182-4120-82d7-945ff38ecbca",
+ "metadata": {},
+ "source": [
+ "## Create a Delta Lake table with WKT\n",
+ "\n",
+ "Now write the DataFrame to a Delta Lake table. Notice that you must convert the geometry column to Well-Known Text (WKT) or Well-Known Binary (WKB) before writing to the Delta table.\n",
+ "\n",
+ "Delta Lake does not support geometry columns.\n",
+ "\n",
+ "This example shows how to create a Delta table with a WKT column. The section that follows shows how to create a Delta table with a WKB column."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "35bdc296-d9ef-4ea2-9ba5-dac1cfd115ef",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "countries.to_view(\"countries\", True)\n",
+ "df = sd.sql(\n",
+ " \"select name, continent, ST_AsText(geometry) as geometry_wkt from countries\"\n",
+ ")\n",
+ "table_path = \"/tmp/delta_with_wkt\"\n",
+ "write_deltalake(table_path, df.to_pandas(), mode=\"overwrite\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "974a5558-fb18-49b7-a304-fa93bdd363e8",
+ "metadata": {},
+ "source": [
+ "## Read Delta table into SedonaDB\n",
+ "\n",
+ "Now read the Delta table back into a SedonaDB DataFrame."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "c15d4605-483a-4041-973a-547098bdeef4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "┌─────────────────────────────┬───────────────┬────────────────────────────────────────────────────┐\n",
+ "│ name ┆ continent ┆ geometry_wkt │\n",
+ "│ utf8 ┆ utf8 ┆ utf8 │\n",
+ "╞═════════════════════════════╪═══════════════╪════════════════════════════════════════════════════╡\n",
+ "│ Fiji ┆ Oceania ┆ MULTIPOLYGON(((180 -16.067132663642447,180 -16.55… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ United Republic of Tanzania ┆ Africa ┆ POLYGON((33.90371119710453 -0.9500000000000001,34… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Western Sahara ┆ Africa ┆ POLYGON((-8.665589565454809 27.656425889592356,-8… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Canada ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ United States of America ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Kazakhstan ┆ Asia ┆ POLYGON((87.35997033076265 49.21498078062912,86.5… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Uzbekistan ┆ Asia ┆ POLYGON((55.96819135928291 41.30864166926936,55.9… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Papua New Guinea ┆ Oceania ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Indonesia ┆ Asia ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Argentina ┆ South America ┆ MULTIPOLYGON(((-68.63401022758323 -52.63637045887… │\n",
+ "└─────────────────────────────┴───────────────┴────────────────────────────────────────────────────┘\n"
+ ]
+ }
+ ],
+ "source": [
+ "dt = DeltaTable(table_path)\n",
+ "arrow_table = dt.to_pyarrow_table()\n",
+ "df = sd.create_data_frame(arrow_table)\n",
+ "df.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a44fd9bd-85d2-4f1b-9df4-cc98ac6223f0",
+ "metadata": {},
+ "source": [
+ "Notice that the `geometry_wkt` column is `utf8`. It's not a geometry column.\n",
+ "\n",
+ "Let's convert the `geometry_wkt` column to a geometry column."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "9052c4af-4478-4038-81ae-cf9c0ba84345",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "┌─────────────────────────────┬───────────────┬────────────────────────────────────────────────────┐\n",
+ "│ name ┆ continent ┆ geom │\n",
+ "│ utf8 ┆ utf8 ┆ geometry │\n",
+ "╞═════════════════════════════╪═══════════════╪════════════════════════════════════════════════════╡\n",
+ "│ Fiji ┆ Oceania ┆ MULTIPOLYGON(((180 -16.067132663642447,180 -16.55… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ United Republic of Tanzania ┆ Africa ┆ POLYGON((33.90371119710453 -0.9500000000000001,34… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Western Sahara ┆ Africa ┆ POLYGON((-8.665589565454809 27.656425889592356,-8… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Canada ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ United States of America ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Kazakhstan ┆ Asia ┆ POLYGON((87.35997033076265 49.21498078062912,86.5… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Uzbekistan ┆ Asia ┆ POLYGON((55.96819135928291 41.30864166926936,55.9… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Papua New Guinea ┆ Oceania ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Indonesia ┆ Asia ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Argentina ┆ South America ┆ MULTIPOLYGON(((-68.63401022758323 -52.63637045887… │\n",
+ "└─────────────────────────────┴───────────────┴────────────────────────────────────────────────────┘\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.to_view(\"my_table\", True)\n",
+ "res = sd.sql(\"\"\"\n",
+ "SELECT\n",
+ " name,\n",
+ " continent,\n",
+ " ST_GeomFromWKT(geometry_wkt) as geom\n",
+ "from my_table\n",
+ "\"\"\")\n",
+ "res.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "802be3a7-5b1d-4f02-85f9-9460743a921d",
+ "metadata": {},
+ "source": [
+ "Confirm the schema of the DataFrame."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "5758bfec-86c0-4a14-8e4e-201149a59fac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SedonaSchema with 3 fields:\n",
+ " name: utf8<Utf8>\n",
+ " continent: utf8<Utf8>\n",
+ " geom: geometry<Wkb>"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "res.schema"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7c975e52-5b2d-4ee9-a7c6-51cb3304c0d6",
+ "metadata": {},
+ "source": [
+ "## Filter countries in a particular geographic region\n",
+ "\n",
+ "Now, let's grab some countries in the western portion of South America using a polygon region.\n",
+ "\n",
+ "SedonaDB can run these types of queries on geometric data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "c210e29a-170b-4a01-b464-c7d2f79998eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "┌──────────┬───────────────┬───────────────────────────────────────────────────────────────────────┐\n",
+ "│ name ┆ continent ┆ geom │\n",
+ "│ utf8 ┆ utf8 ┆ geometry │\n",
+ "╞══════════╪═══════════════╪═══════════════════════════════════════════════════════════════════════╡\n",
+ "│ Chile ┆ South America ┆ MULTIPOLYGON(((-68.63401022758323 -52.63637045887449,-68.63335000000… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Peru ┆ South America ┆ POLYGON((-69.89363521999663 -4.2981869441943275,-70.7947688463023 -4… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Colombia ┆ South America ┆ POLYGON((-66.87632585312258 1.253360500489336,-67.0650481838525 1.13… │\n",
+ "├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Ecuador ┆ South America ┆ POLYGON((-75.37322323271385 -0.1520317521204504,-75.23372270374195 -… │\n",
+ "└──────────┴───────────────┴───────────────────────────────────────────────────────────────────────┘\n"
+ ]
+ }
+ ],
+ "source": [
+ "res = sd.sql(\"\"\"\n",
+ "SELECT\n",
+ " name,\n",
+ " continent,\n",
+ " ST_GeomFromWKT(geometry_wkt) as geom\n",
+ "FROM my_table\n",
+ "WHERE ST_Intersects(\n",
+ " ST_GeomFromWKT(geometry_wkt),\n",
+ " ST_GeomFromWKT('POLYGON((-81 5, -75 5, -75 -56, -81 -56, -81 5))')\n",
+ ")\n",
+ "\"\"\")\n",
+ "res.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "996a56e2-a5b6-42f8-88b0-90d3a0c4c30c",
+ "metadata": {},
+ "source": [
+ "## Create a Delta Lake table with WKB\n",
+ "\n",
+ "You can also create a Delta table with WKB.\n",
+ "\n",
+ "WKB is binary, can be compressed more effectively than WKT, and results in smaller file sizes.\n",
+ "\n",
+ "The following example shows how to store the cities dataset in a Delta table with the geometry data stored as WKB.\n",
+ "\n",
+ "It also demonstrates how to add a `bbox` column to the Delta table, enabling more efficient filtering."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "143a8485-773f-4b94-b487-40ad63706669",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cities = sd.read_parquet(\n",
+ " \"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_cities_geo.parquet\"\n",
+ ")\n",
+ "cities.to_view(\"cities\", True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "36bce474-51b8-468e-931e-347c19624221",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = sd.sql(\"\"\"\n",
+ "select \n",
+ " name, \n",
+ " ST_AsBinary(geometry) as geometry_wkb,\n",
+ " STRUCT(\n",
+ " ST_XMin(geometry) as xmin,\n",
+ " ST_YMin(geometry) as ymin,\n",
+ " ST_XMax(geometry) as xmax,\n",
+ " ST_YMax(geometry) as ymax\n",
+ " ) as bbox\n",
+ "from cities\n",
+ "\"\"\")\n",
+ "table_path = \"/tmp/delta_with_wkb\"\n",
+ "write_deltalake(table_path, df.to_pandas(), mode=\"overwrite\", schema_mode=\"overwrite\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cfb1739c-6e60-4330-be98-48b2faa4c6cf",
+ "metadata": {},
+ "source": [
+ "Read the Delta table and filter it to only include cities in the eastern half of North America."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "590d056d-60bb-4637-9981-eea721c559a2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dt = DeltaTable(table_path)\n",
+ "dataset = dt.to_pyarrow_dataset()\n",
+ "filter_expr = (\n",
+ " (pc.field(\"bbox\", \"xmax\") >= -97.0)\n",
+ " & (pc.field(\"bbox\", \"xmin\") <= -67.0)\n",
+ " & (pc.field(\"bbox\", \"ymax\") >= 25.0)\n",
+ " & (pc.field(\"bbox\", \"ymin\") <= 50.0)\n",
+ ")\n",
+ "filtered_table = dataset.to_table(filter=filter_expr)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "65578ebb-4797-4aaa-9377-87893f9a7694",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = sd.create_data_frame(filtered_table.to_pandas())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "a0cb1afd-153b-413d-8f04-0d533e717b30",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "┌──────────────────┬──────────────────────────────────────────────┐\n",
+ "│ name ┆ geom │\n",
+ "│ utf8 ┆ geometry │\n",
+ "╞══════════════════╪══════════════════════════════════════════════╡\n",
+ "│ Ottawa ┆ POINT(-75.7019612 45.4186427) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Nassau ┆ POINT(-77.3500438 25.0833901) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Houston ┆ POINT(-95.34843625672217 29.741272831862542) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Miami ┆ POINT(-80.2260519 25.7895566) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Atlanta ┆ POINT(-84.36764186571386 33.73945728378348) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Chicago ┆ POINT(-87.63523655322338 41.847961283364114) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Toronto ┆ POINT(-79.38945855491194 43.66464454743429) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ Washington, D.C. ┆ POINT(-77.0113644 38.9014952) │\n",
+ "├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
+ "│ New York ┆ POINT(-73.99571754361698 40.72156174972766) │\n",
+ "└──────────────────┴──────────────────────────────────────────────┘\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.to_view(\"us_east_cities\", True)\n",
+ "sd.sql(\"select name, ST_GeomFromWKB(geometry_wkb) as geom from us_east_cities\").show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/0.1.0/quickstart-python/index.html b/0.1.0/delta-lake/index.html
similarity index 65%
copy from 0.1.0/quickstart-python/index.html
copy to 0.1.0/delta-lake/index.html
index 5e6213f..452b8de 100644
--- a/0.1.0/quickstart-python/index.html
+++ b/0.1.0/delta-lake/index.html
@@ -7,25 +7,25 @@
- <link rel="canonical" href="https://sedona.apache.org/sedonadb/latest/quickstart-python/">
+ <link rel="canonical" href="https://sedona.apache.org/sedonadb/latest/delta-lake/">
- <link rel="prev" href="..">
+ <link rel="prev" href="../crs-examples/">
- <link rel="next" href="../programming-guide/">
+ <link rel="next" href="../working-with-parquet-files/">
<link rel="icon" href="../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
+ <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.23">
- <title>Quickstart - SedonaDB</title>
+ <title>Delta Lake - SedonaDB</title>
- <link rel="stylesheet" href="../assets/stylesheets/main.2a3383ac.min.css">
+ <link rel="stylesheet" href="../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
@@ -86,7 +86,7 @@
<div data-md-component="skip">
- <a href="#python-quickstart" class="md-skip">
+ <a href="#sedonadb-delta-lake" class="md-skip">
Skip to content
</a>
@@ -125,7 +125,7 @@
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
- Quickstart
+ Delta Lake
</span>
</div>
@@ -189,7 +189,7 @@
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@@ -1151,7 +1266,7 @@
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---><h1 id="python-quickstart">Python Quickstart<a class="headerlink" href="#python-quickstart" title="Permanent link">¶</a></h1>
-<p>First, install SedonaDB:</p>
-<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">"apache-sedona[db]"</span>
-</code></pre></div>
-<p>If the import and connection are successful, your installation is complete.</p>
-<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">sedona.db</span>
+<h1 id="sedonadb-delta-lake">SedonaDB + Delta Lake<a class="headerlink" href="#sedonadb-delta-lake" title="Permanent link">¶</a></h1>
+<p>This page shows how to read and write Delta Lake tables with SedonaDB.</p>
+<p>Make sure you run <code>pip install deltalake</code> to run the code snippets below.</p>
+<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">deltalake</span><span class="w"> </span><span class="kn">import</span> <span class="n">write_deltalake</span><span class="p">,</span> <span class="n">DeltaTable</span>
+<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">pyarrow.compute</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pc</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>
-<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"SELECT ST_Point(0, 1) as geom"</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>┌────────────┐
-│ geom │
-│ geometry │
-╞════════════╡
-│ POINT(0 1) │
-└────────────┘
+<p>Read in a GeoParquet dataset into a SedonaDB DataFrame.</p>
+<div class="highlight"><pre><span></span><code><span class="n">countries</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">"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_countries_geo.parquet"</span>
+<span class="p">)</span>
</code></pre></div>
-
-<h2 id="point-in-polygon-join">Point in polygon join<a class="headerlink" href="#point-in-polygon-join" title="Permanent link">¶</a></h2>
-<div class="highlight"><pre><span></span><code><span class="n">cities</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">"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_cities_geo.parquet"</span>
+<h2 id="create-a-delta-lake-table-with-wkt">Create a Delta Lake table with WKT<a class="headerlink" href="#create-a-delta-lake-table-with-wkt" title="Permanent link">¶</a></h2>
+<p>Now write the DataFrame to a Delta Lake table. Notice that you must convert the geometry column to Well-Known Text (WKT) or Well-Known Binary (WKB) before writing to the Delta table.</p>
+<p>Delta Lake does not support geometry columns.</p>
+<p>This example shows how to create a Delta table with a WKT column. The section that follows shows how to create a Delta table with a WKB column.</p>
+<div class="highlight"><pre><span></span><code><span class="n">countries</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"countries"</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+<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">"select name, continent, ST_AsText(geometry) as geometry_wkt from countries"</span>
<span class="p">)</span>
+<span class="n">table_path</span> <span class="o">=</span> <span class="s2">"/tmp/delta_with_wkt"</span>
+<span class="n">write_deltalake</span><span class="p">(</span><span class="n">table_path</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">(),</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"overwrite"</span><span class="p">)</span>
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">cities</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<h2 id="read-delta-table-into-sedonadb">Read Delta table into SedonaDB<a class="headerlink" href="#read-delta-table-into-sedonadb" title="Permanent link">¶</a></h2>
+<p>Now read the Delta table back into a SedonaDB DataFrame.</p>
+<div class="highlight"><pre><span></span><code><span class="n">dt</span> <span class="o">=</span> <span class="n">DeltaTable</span><span class="p">(</span><span class="n">table_path</span><span class="p">)</span>
+<span class="n">arrow_table</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">to_pyarrow_table</span><span class="p">()</span>
+<span class="n">df</span> <span class="o">=</span> <span class="n">sd</span><span class="o">.</span><span class="n">create_data_frame</span><span class="p">(</span><span class="n">arrow_table</span><span class="p">)</span>
+<span class="n">df</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</code></pre></div>
-<div class="codehilite"><pre><span></span><code>┌──────────────┬───────────────────────────────┐
-│ name ┆ geometry │
-│ utf8 ┆ geometry │
-╞══════════════╪═══════════════════════════════╡
-│ Vatican City ┆ POINT(12.4533865 41.9032822) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ San Marino ┆ POINT(12.4417702 43.9360958) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Vaduz ┆ POINT(9.5166695 47.1337238) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Lobamba ┆ POINT(31.1999971 -26.4666675) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Luxembourg ┆ POINT(6.1300028 49.6116604) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Palikir ┆ POINT(158.1499743 6.9166437) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Majuro ┆ POINT(171.3800002 7.1030043) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Funafuti ┆ POINT(179.2166471 -8.516652) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Melekeok ┆ POINT(134.6265485 7.4873962) │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Bir Lehlou ┆ POINT(-9.6525222 26.1191667) │
-└──────────────┴───────────────────────────────┘
+<div class="codehilite"><pre><span></span><code>┌─────────────────────────────┬───────────────┬────────────────────────────────────────────────────┐
+│ name ┆ continent ┆ geometry_wkt │
+│ utf8 ┆ utf8 ┆ utf8 │
+╞═════════════════════════════╪═══════════════╪════════════════════════════════════════════════════╡
+│ Fiji ┆ Oceania ┆ MULTIPOLYGON(((180 -16.067132663642447,180 -16.55… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ United Republic of Tanzania ┆ Africa ┆ POLYGON((33.90371119710453 -0.9500000000000001,34… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Western Sahara ┆ Africa ┆ POLYGON((-8.665589565454809 27.656425889592356,-8… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Canada ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ United States of America ┆ North America ┆ MULTIPOLYGON(((-122.84000000000003 49.00000000000… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Kazakhstan ┆ Asia ┆ POLYGON((87.35997033076265 49.21498078062912,86.5… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Uzbekistan ┆ Asia ┆ POLYGON((55.96819135928291 41.30864166926936,55.9… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Papua New Guinea ┆ Oceania ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Indonesia ┆ Asia ┆ MULTIPOLYGON(((141.00021040259185 -2.600151055515… │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Argentina ┆ South America ┆ MULTIPOLYGON(((-68.63401022758323 -52.63637045887… │
+└─────────────────────────────┴───────────────┴────────────────────────────────────────────────────┘
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">countries</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">"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_countries_geo.parquet"</span>
-<span class="p">)</span>
-</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">countries</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<p>Notice that the <code>geometry_wkt</code> column is <code>utf8</code>. It's not a geometry column.</p>
+<p>Let's convert the <code>geometry_wkt</code> column to a geometry column.</p>
+<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">"my_table"</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+<span class="n">res</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</span>
+<span class="s2"> name,</span>
+<span class="s2"> continent,</span>
+<span class="s2"> ST_GeomFromWKT(geometry_wkt) as geom</span>
+<span class="s2">from my_table</span>
+<span class="s2">"""</span><span class="p">)</span>
+<span class="n">res</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</code></pre></div>
<div class="codehilite"><pre><span></span><code>┌─────────────────────────────┬───────────────┬────────────────────────────────────────────────────┐
-│ name ┆ continent ┆ geometry │
+│ name ┆ continent ┆ geom │
│ utf8 ┆ utf8 ┆ geometry │
╞═════════════════════════════╪═══════════════╪════════════════════════════════════════════════════╡
│ Fiji ┆ Oceania ┆ MULTIPOLYGON(((180 -16.067132663642447,180 -16.55… │
@@ -1259,108 +1370,108 @@
└─────────────────────────────┴───────────────┴────────────────────────────────────────────────────┘
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="n">cities</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"cities"</span><span class="p">)</span>
-<span class="n">countries</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"countries"</span><span class="p">)</span>
+<p>Confirm the schema of the DataFrame.</p>
+<div class="highlight"><pre><span></span><code><span class="n">res</span><span class="o">.</span><span class="n">schema</span>
</code></pre></div>
-<div class="highlight"><pre><span></span><code><span class="c1"># join the cities and countries tables</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 * from cities</span>
-<span class="s2">join countries</span>
-<span class="s2">where ST_Intersects(cities.geometry, countries.geometry)</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>┌───────────────┬──────────────────────┬─────────────────────┬───────────────┬─────────────────────┐
-│ name ┆ geometry ┆ name ┆ continent ┆ geometry │
-│ utf8 ┆ geometry ┆ utf8 ┆ utf8 ┆ geometry │
-╞═══════════════╪══════════════════════╪═════════════════════╪═══════════════╪═════════════════════╡
-│ Suva ┆ POINT(178.4417073 -… ┆ Fiji ┆ Oceania ┆ MULTIPOLYGON(((180… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Dodoma ┆ POINT(35.7500036 -6… ┆ United Republic of… ┆ Africa ┆ POLYGON((33.903711… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Dar es Salaam ┆ POINT(39.266396 -6.… ┆ United Republic of… ┆ Africa ┆ POLYGON((33.903711… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Bir Lehlou ┆ POINT(-9.6525222 26… ┆ Western Sahara ┆ Africa ┆ POLYGON((-8.665589… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Ottawa ┆ POINT(-75.7019612 4… ┆ Canada ┆ North America ┆ MULTIPOLYGON(((-12… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Vancouver ┆ POINT(-123.1235901 … ┆ Canada ┆ North America ┆ MULTIPOLYGON(((-12… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Toronto ┆ POINT(-79.389458554… ┆ Canada ┆ North America ┆ MULTIPOLYGON(((-12… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ San Francisco ┆ POINT(-122.39959956… ┆ United States of A… ┆ North America ┆ MULTIPOLYGON(((-12… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Denver ┆ POINT(-104.9859618 … ┆ United States of A… ┆ North America ┆ MULTIPOLYGON(((-12… │
-├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ Houston ┆ POINT(-95.348436256… ┆ United States of A… ┆ North America ┆ MULTIPOLYGON(((-12… │
-└───────────────┴──────────────────────┴─────────────────────┴───────────────┴─────────────────────┘
+<div class="codehilite"><pre><span></span><code>SedonaSchema with 3 fields:
+ name: utf8<Utf8>
+ continent: utf8<Utf8>
+ geom: geometry<Wkb>
</code></pre></div>
-<h2 id="manually-create-sedonadb-dataframes">Manually create SedonaDB DataFrames<a class="headerlink" href="#manually-create-sedonadb-dataframes" title="Permanent link">¶</a></h2>
-<p>Let's create a DataFrame with one string column and one geometry column to show some of the functionality of the SedonaDB Python interface.</p>
-<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 * FROM (VALUES</span>
-<span class="s2"> ('one', ST_GeomFromWkt('POINT(1 2)')),</span>
-<span class="s2"> ('two', ST_GeomFromWkt('POLYGON((</span>
-<span class="s2"> -74.0 40.7, -74.0 40.8, -73.9 40.8,</span>
-<span class="s2"> -73.9 40.7, -74.0 40.7</span>
-<span class="s2"> ))')),</span>
-<span class="s2"> ('three', ST_GeomFromWkt('LINESTRING(</span>
-<span class="s2"> -74.0060 40.7128, -73.9352 40.7306,</span>
-<span class="s2"> -73.8561 40.8484</span>
-<span class="s2"> )'))</span>
-<span class="s2"> ) AS t(val, point)</span>
+<h2 id="filter-countries-in-a-particular-geographic-region">Filter countries in a particular geographic region<a class="headerlink" href="#filter-countries-in-a-particular-geographic-region" title="Permanent link">¶</a></h2>
+<p>Now, let's grab some countries in the western portion of South America using a polygon region.</p>
+<p>SedonaDB can run these types of queries on geometric data.</p>
+<div class="highlight"><pre><span></span><code><span class="n">res</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</span>
+<span class="s2"> name,</span>
+<span class="s2"> continent,</span>
+<span class="s2"> ST_GeomFromWKT(geometry_wkt) as geom</span>
+<span class="s2">FROM my_table</span>
+<span class="s2">WHERE ST_Intersects(</span>
+<span class="s2"> ST_GeomFromWKT(geometry_wkt),</span>
+<span class="s2"> ST_GeomFromWKT('POLYGON((-81 5, -75 5, -75 -56, -81 -56, -81 5))')</span>
+<span class="s2">)</span>
<span class="s2">"""</span><span class="p">)</span>
+<span class="n">res</span><span class="o">.</span><span class="n">show</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">show</span><span class="p">()</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>┌───────┬──────────────────────────────────────────────────────────────────────────────────────────┐
-│ val ┆ point │
-│ utf8 ┆ binary │
-╞═══════╪══════════════════════════════════════════════════════════════════════════════════════════╡
-│ one ┆ 0101000000000000000000f03f0000000000000040 │
-├╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ two ┆ 0103000000010000000500000000000000008052c09a9999999959444000000000008052c06666666666664… │
-├╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ three ┆ 010200000003000000aaf1d24d628052c05e4bc8073d5b444007ce1951da7b52c0933a014d845d4440c286a… │
-└───────┴──────────────────────────────────────────────────────────────────────────────────────────┘
+<div class="codehilite"><pre><span></span><code>┌──────────┬───────────────┬───────────────────────────────────────────────────────────────────────┐
+│ name ┆ continent ┆ geom │
+│ utf8 ┆ utf8 ┆ geometry │
+╞══════════╪═══════════════╪═══════════════════════════════════════════════════════════════════════╡
+│ Chile ┆ South America ┆ MULTIPOLYGON(((-68.63401022758323 -52.63637045887449,-68.63335000000… │
+├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Peru ┆ South America ┆ POLYGON((-69.89363521999663 -4.2981869441943275,-70.7947688463023 -4… │
+├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Colombia ┆ South America ┆ POLYGON((-66.87632585312258 1.253360500489336,-67.0650481838525 1.13… │
+├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Ecuador ┆ South America ┆ POLYGON((-75.37322323271385 -0.1520317521204504,-75.23372270374195 -… │
+└──────────┴───────────────┴───────────────────────────────────────────────────────────────────────┘
</code></pre></div>
-<p>Verify that this object is a SedonaDB DataFrame.</p>
-<div class="highlight"><pre><span></span><code><span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
-</code></pre></div>
-<div class="codehilite"><pre><span></span><code>sedonadb.dataframe.DataFrame
+<h2 id="create-a-delta-lake-table-with-wkb">Create a Delta Lake table with WKB<a class="headerlink" href="#create-a-delta-lake-table-with-wkb" title="Permanent link">¶</a></h2>
+<p>You can also create a Delta table with WKB.</p>
+<p>WKB is binary, can be compressed more effectively than WKT, and results in smaller file sizes.</p>
+<p>The following example shows how to store the cities dataset in a Delta table with the geometry data stored as WKB.</p>
+<p>It also demonstrates how to add a <code>bbox</code> column to the Delta table, enabling more efficient filtering.</p>
+<div class="highlight"><pre><span></span><code><span class="n">cities</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">"https://raw.githubusercontent.com/geoarrow/geoarrow-data/v0.2.0/natural-earth/files/natural-earth_cities_geo.parquet"</span>
+<span class="p">)</span>
+<span class="n">cities</span><span class="o">.</span><span class="n">to_view</span><span class="p">(</span><span class="s2">"cities"</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
</code></pre></div>
-
-<p>Expose the DataFrame as a view and run a SQL operation on the geometry data.</p>
-<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">"fun_table"</span><span class="p">)</span>
+<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 </span>
+<span class="s2"> name, </span>
+<span class="s2"> ST_AsBinary(geometry) as geometry_wkb,</span>
+<span class="s2"> STRUCT(</span>
+<span class="s2"> ST_XMin(geometry) as xmin,</span>
+<span class="s2"> ST_YMin(geometry) as ymin,</span>
+<span class="s2"> ST_XMax(geometry) as xmax,</span>
+<span class="s2"> ST_YMax(geometry) as ymax</span>
+<span class="s2"> ) as bbox</span>
+<span class="s2">from cities</span>
+<span class="s2">"""</span><span class="p">)</span>
+<span class="n">table_path</span> <span class="o">=</span> <span class="s2">"/tmp/delta_with_wkb"</span>
+<span class="n">write_deltalake</span><span class="p">(</span><span class="n">table_path</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">(),</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"overwrite"</span><span class="p">,</span> <span class="n">schema_mode</span><span class="o">=</span><span class="s2">"overwrite"</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">"DESCRIBE fun_table"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<p>Read the Delta table and filter it to only include cities in the eastern half of North America.</p>
+<div class="highlight"><pre><span></span><code><span class="n">dt</span> <span class="o">=</span> <span class="n">DeltaTable</span><span class="p">(</span><span class="n">table_path</span><span class="p">)</span>
+<span class="n">dataset</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">to_pyarrow_dataset</span><span class="p">()</span>
+<span class="n">filter_expr</span> <span class="o">=</span> <span class="p">(</span>
+ <span class="p">(</span><span class="n">pc</span><span class="o">.</span><span class="n">field</span><span class="p">(</span><span class="s2">"bbox"</span><span class="p">,</span> <span class="s2">"xmax"</span><span class="p">)</span> <span class="o">>=</span> <span class="o">-</span><span class="mf">97.0</span><span class="p">)</span>
+ <span class="o">&</span> <span class="p">(</span><span class="n">pc</span><span class="o">.</span><span class="n">field</span><span class="p">(</span><span class="s2">"bbox"</span><span class="p">,</span> <span class="s2">"xmin"</span><span class="p">)</span> <span class="o"><=</span> <span class="o">-</span><span class="mf">67.0</span><span class="p">)</span>
+ <span class="o">&</span> <span class="p">(</span><span class="n">pc</span><span class="o">.</span><span class="n">field</span><span class="p">(</span><span class="s2">"bbox"</span><span class="p">,</span> <span class="s2">"ymax"</span><span class="p">)</span> <span class="o">>=</span> <span class="mf">25.0</span><span class="p">)</span>
+ <span class="o">&</span> <span class="p">(</span><span class="n">pc</span><span class="o">.</span><span class="n">field</span><span class="p">(</span><span class="s2">"bbox"</span><span class="p">,</span> <span class="s2">"ymin"</span><span class="p">)</span> <span class="o"><=</span> <span class="mf">50.0</span><span class="p">)</span>
+<span class="p">)</span>
+<span class="n">filtered_table</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="nb">filter</span><span class="o">=</span><span class="n">filter_expr</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="nx">column_name</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">data_type</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">is_nullable</span><span class="w"> </span><span class="err">│</span>
-<span class="err">│</span><span class="w"> </span><span class="nx">utf8</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">utf8</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">utf8</span><span class="w"> </span><span class="err">│</span>
-<span class="err">╞═════════════╪═══════════╪═════════════╡</span>
-<span class="err">│</span><span class="w"> </span><span class="nx">val</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">Utf8</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">YES</span><span class="w"> </span><span class="err">│</span>
-<span class="err">├╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤</span>
-<span class="err">│</span><span class="w"> </span><span class="nx">point</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">Binary</span><span class="w"> </span><span class="err">┆</span><span class="w"> </span><span class="nx">YES</span><span class="w"> </span><span class="err">│</span>
-<span class="err">└─────────────┴───────────┴─────────────┘</span>
+<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">create_data_frame</span><span class="p">(</span><span class="n">filtered_table</span><span class="o">.</span><span class="n">to_pandas</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 *, ST_Centroid(ST_GeomFromWKB(point)) as centroid</span>
-<span class="s2"> FROM fun_table</span>
-<span class="s2">"""</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<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">"us_east_cities"</span><span class="p">,</span> <span class="kc">True</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="s2">"select name, ST_GeomFromWKB(geometry_wkb) as geom from us_east_cities"</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>┌───────┬─────────────────────────────────────────────┬────────────────────────────────────────────┐
-│ val ┆ point ┆ centroid │
-│ utf8 ┆ binary ┆ geometry │
-╞═══════╪═════════════════════════════════════════════╪════════════════════════════════════════════╡
-│ one ┆ 0101000000000000000000f03f0000000000000040 ┆ POINT(1 2) │
-├╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ two ┆ 0103000000010000000500000000000000008052c0… ┆ POINT(-73.95 40.75) │
-├╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-│ three ┆ 010200000003000000aaf1d24d628052c05e4bc807… ┆ POINT(-73.92111155675562 40.7664673976246… │
-└───────┴─────────────────────────────────────────────┴────────────────────────────────────────────┘
+<div class="codehilite"><pre><span></span><code>┌──────────────────┬──────────────────────────────────────────────┐
+│ name ┆ geom │
+│ utf8 ┆ geometry │
+╞══════════════════╪══════════════════════════════════════════════╡
+│ Ottawa ┆ POINT(-75.7019612 45.4186427) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Nassau ┆ POINT(-77.3500438 25.0833901) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Houston ┆ POINT(-95.34843625672217 29.741272831862542) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Miami ┆ POINT(-80.2260519 25.7895566) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Atlanta ┆ POINT(-84.36764186571386 33.73945728378348) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Chicago ┆ POINT(-87.63523655322338 41.847961283364114) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Toronto ┆ POINT(-79.38945855491194 43.66464454743429) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Washington, D.C. ┆ POINT(-77.0113644 38.9014952) │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ New York ┆ POINT(-73.99571754361698 40.72156174972766) │
+└──────────────────┴──────────────────────────────────────────────┘
</code></pre></div>
@@ -1382,7 +1493,7 @@
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<link rel="canonical" href="https://sedona.apache.org/sedonadb/latest/geopandas-interop/">
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<link rel="next" href="../overture-examples/">
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+ <a href="../working-with-parquet-files/" class="md-nav__link">
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- <a href="../reference/sql-joins/" class="md-nav__link">
+ <a href="../contributors-guide/" class="md-nav__link">
<span class="md-ellipsis">
- Spatial Joins
+ Contributors Guide
</span>
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<nav class="md-footer__inner md-grid" aria-label="Footer">
- <a href="../programming-guide/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Programming Guide">
+ <a href="../reference/sql-joins/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Spatial Joins">
<div class="md-footer__button md-icon">
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@@ -1380,7 +1459,7 @@
Previous
</span>
<div class="md-ellipsis">
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+ Spatial Joins
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@@ -1432,7 +1511,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
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diff --git a/0.1.0/index.html b/0.1.0/index.html
index 1bb3a2f..2a3fdf2 100644
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apache/sedona-db
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<span class="md-ellipsis">
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<li class="md-nav__item">
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<span class="md-ellipsis">
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<li class="md-nav__item">
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+ <a href="working-with-sql-sedonadb/" class="md-nav__link">
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+ Working with SQL in SedonaDB
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<div class="md-source__icon md-icon">
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<link rel="prev" href="../quickstart-python/">
- <link rel="next" href="../geopandas-interop/">
+ <link rel="next" href="../reference/python/">
<link rel="icon" href="../image/sedona_logo_symbol.png">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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apache/sedona-db
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- <a href="../geopandas-interop/" class="md-nav__link">
+
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+
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+ <label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="">
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<span class="md-ellipsis">
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</span>
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-
-
-
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<li class="md-nav__item">
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<span class="md-ellipsis">
- Overture Examples
+ Python
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<li class="md-nav__item">
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<span class="md-ellipsis">
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</span>
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+ <a href="../geopandas-interop/" class="md-nav__link">
<span class="md-ellipsis">
- Working with SQL in SedonaDB
+ GeoPandas interop
</span>
@@ -905,12 +982,12 @@
<li class="md-nav__item">
- <a href="../contributors-guide/" class="md-nav__link">
+ <a href="../overture-examples/" class="md-nav__link">
<span class="md-ellipsis">
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<span class="md-ellipsis">
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<li class="md-nav__item">
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+ <a href="../delta-lake/" class="md-nav__link">
<span class="md-ellipsis">
- Python
+ Delta Lake
</span>
@@ -997,12 +1051,12 @@
<li class="md-nav__item">
- <a href="../reference/sql/" class="md-nav__link">
+ <a href="../working-with-parquet-files/" class="md-nav__link">
<span class="md-ellipsis">
- SQL
+ Working with Parquet Files
</span>
@@ -1020,12 +1074,12 @@
<li class="md-nav__item">
- <a href="../reference/sql-joins/" class="md-nav__link">
+ <a href="../working-with-sql-sedonadb/" class="md-nav__link">
<span class="md-ellipsis">
- Spatial Joins
+ Working with SQL in SedonaDB
</span>
@@ -1044,6 +1098,29 @@
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../contributors-guide/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Contributors Guide
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
</ul>
</nav>
@@ -1504,13 +1581,13 @@
- <a href="../geopandas-interop/" class="md-footer__link md-footer__link--next" aria-label="Next: GeoPandas interop">
+ <a href="../reference/python/" class="md-footer__link md-footer__link--next" aria-label="Next: Python">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
- GeoPandas interop
+ Python
</div>
</div>
<div class="md-footer__button md-icon">
@@ -1549,7 +1626,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
</a>
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<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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index 5e6213f..41aa4b0 100644
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+ <link rel="stylesheet" href="../assets/stylesheets/main.84d31ad4.min.css">
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+ <a href="../reference/sql-joins/" class="md-nav__link">
<span class="md-ellipsis">
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+ <a href="../delta-lake/" class="md-nav__link">
<span class="md-ellipsis">
- Python
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</span>
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+ <a href="../working-with-parquet-files/" class="md-nav__link">
<span class="md-ellipsis">
- SQL
+ Working with Parquet Files
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+ <a href="../working-with-sql-sedonadb/" class="md-nav__link">
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- <link rel="prev" href="../../contributors-guide/">
+ <link rel="prev" href="../../programming-guide/">
<link rel="next" href="../sql/">
<link rel="icon" href="../../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
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+ <link rel="stylesheet" href="../../assets/stylesheets/main.84d31ad4.min.css">
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<div class="md-source__icon md-icon">
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<div class="md-source__icon md-icon">
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@@ -3578,7 +3655,7 @@ DBAPI is experimental.</p>
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Previous
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
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index 5d05af7..5555a79 100644
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+++ b/0.1.0/reference/sql-joins/index.html
@@ -13,9 +13,11 @@
<link rel="prev" href="../sql/">
+ <link rel="next" href="../../geopandas-interop/">
+
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- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
+ <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.23">
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- <link rel="stylesheet" href="../../assets/stylesheets/main.2a3383ac.min.css">
+ <link rel="stylesheet" href="../../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
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<div class="md-source__icon md-icon">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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<div class="md-source__repository">
apache/sedona-db
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<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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+ <label class="md-nav__title" for="__nav_6_4">
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</label>
@@ -1048,6 +912,221 @@
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+
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+ <label class="md-nav__title" for="__nav_6_5">
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+ <a href="../../crs-examples/" class="md-nav__link">
+
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+ <a href="../../delta-lake/" class="md-nav__link">
+
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+ <span class="md-ellipsis">
+ Delta Lake
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+ <a href="../../working-with-parquet-files/" class="md-nav__link">
+
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+ <a href="../../working-with-sql-sedonadb/" class="md-nav__link">
+
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@@ -1411,6 +1490,22 @@
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+ <a href="../../geopandas-interop/" class="md-footer__link md-footer__link--next" aria-label="Next: GeoPandas interop">
+ <div class="md-footer__title">
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@@ -1441,7 +1536,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
</a>
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
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index f9b8035..ad5c8cb 100644
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+++ b/0.1.0/reference/sql/index.html
@@ -17,7 +17,7 @@
<link rel="icon" href="../../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
+ <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.23">
@@ -25,7 +25,7 @@
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+ <link rel="stylesheet" href="../../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
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<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
</div>
<div class="md-source__repository">
apache/sedona-db
@@ -679,144 +679,6 @@
-
-
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- <a href="../../geopandas-interop/" class="md-nav__link">
-
-
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-
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-
-
-
-
-
-
-
- <li class="md-nav__item">
- <a href="../../overture-examples/" class="md-nav__link">
-
-
-
- <span class="md-ellipsis">
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-
-
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- <a href="../../working-with-parquet-files/" class="md-nav__link">
-
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-
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-
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- <a href="../../working-with-sql-sedonadb/" class="md-nav__link">
-
-
-
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- Working with SQL in SedonaDB
-
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-
-
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-
-
-
-
-
-
-
-
-
- <li class="md-nav__item">
- <a href="../../contributors-guide/" class="md-nav__link">
-
-
-
- <span class="md-ellipsis">
- Contributors Guide
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-
-
-
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@@ -838,10 +700,10 @@
- <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_10" checked>
+ <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4" checked>
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<span class="md-nav__icon md-icon"></span>
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- <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_10_label" aria-expanded="true">
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+ <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="true">
+ <label class="md-nav__title" for="__nav_6_4">
<span class="md-nav__icon md-icon"></span>
API
</label>
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</li>
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+ <label class="md-nav__title" for="__nav_6_5">
+ <span class="md-nav__icon md-icon"></span>
+ Examples
+ </label>
+ <ul class="md-nav__list" data-md-scrollfix>
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../geopandas-interop/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ GeoPandas interop
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../overture-examples/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Overture Examples
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../crs-examples/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ CRS Examples
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../delta-lake/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Delta Lake
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../working-with-parquet-files/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Working with Parquet Files
+
+ </span>
+
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+ </li>
+
+
+
+
+
+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../working-with-sql-sedonadb/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Working with SQL in SedonaDB
+
+ </span>
+
+
+ </a>
+ </li>
+
+
+
+
+ </ul>
+ </nav>
+
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+
+
+
+
+
+
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+
+
+
+ <li class="md-nav__item">
+ <a href="../../contributors-guide/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+ Contributors Guide
+
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+
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</ul>
@@ -3168,7 +3245,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
</a>
@@ -3179,7 +3256,7 @@
<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
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diff --git a/0.1.0/search/search_index.json b/0.1.0/search/search_index.json
index 9a487a3..a3d020d 100644
--- a/0.1.0/search/search_index.json
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@@ -1 +1 @@
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\ No newline at end of file
+{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"]},"docs":[{"location":"","title":"Introducing SedonaDB","text":"<p>SedonaDB is an open-source single-node analytical database engine with geospatial as a first-class citizen. It aims to deliver the fastest spatial analytics query speed and the most comprehensive function coverage available.</p> <p>SedonaDB is perfect for processing smaller to medium datasets on local machines or cloud instances. For distributed [...]
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index 47202b2..8ea2d1e 100644
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<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://sedona.apache.org/sedonadb/latest/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/contributors-guide/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/crs-examples/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
+ </url>
+ <url>
+ <loc>https://sedona.apache.org/sedonadb/latest/delta-lake/</loc>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/geopandas-interop/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/overture-examples/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/programming-guide/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/quickstart-python/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/working-with-parquet-files/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/working-with-sql-sedonadb/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/reference/python/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/reference/sql-joins/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
<url>
<loc>https://sedona.apache.org/sedonadb/latest/reference/sql/</loc>
- <lastmod>2025-10-09</lastmod>
+ <lastmod>2025-11-09</lastmod>
</url>
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@@ -10,14 +10,14 @@
<link rel="canonical" href="https://sedona.apache.org/sedonadb/latest/working-with-parquet-files/">
- <link rel="prev" href="../crs-examples/">
+ <link rel="prev" href="../delta-lake/">
<link rel="next" href="../working-with-sql-sedonadb/">
<link rel="icon" href="../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
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+ <link rel="stylesheet" href="../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
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<div class="md-source__icon md-icon">
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+ <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false">
+ <label class="md-nav__title" for="__nav_6_4">
+ <span class="md-nav__icon md-icon"></span>
+ API
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+ <ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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+ <a href="../reference/python/" class="md-nav__link">
<span class="md-ellipsis">
- GeoPandas interop
+ Python
</span>
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<li class="md-nav__item">
- <a href="../overture-examples/" class="md-nav__link">
+ <a href="../reference/sql/" class="md-nav__link">
<span class="md-ellipsis">
- Overture Examples
+ SQL
</span>
@@ -728,12 +774,12 @@
<li class="md-nav__item">
- <a href="../crs-examples/" class="md-nav__link">
+ <a href="../reference/sql-joins/" class="md-nav__link">
<span class="md-ellipsis">
- CRS Examples
+ Spatial Joins
</span>
@@ -744,6 +790,14 @@
+ </ul>
+ </nav>
+
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+
+
+
@@ -752,76 +806,87 @@
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+
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+
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+
+ <label class="md-nav__link" for="__nav_6_5" id="__nav_6_5_label" tabindex="">
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<span class="md-ellipsis">
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</span>
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+ <span class="md-nav__icon md-icon"></span>
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+ <label class="md-nav__title" for="__nav_6_5">
+ <span class="md-nav__icon md-icon"></span>
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+ <ul class="md-nav__list" data-md-scrollfix>
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+
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+
+
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+ <a href="../geopandas-interop/" class="md-nav__link">
<span class="md-ellipsis">
- Working with Parquet Files
+ GeoPandas interop
</span>
</a>
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-
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+
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+
+
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+ <a href="../overture-examples/" class="md-nav__link">
+
- <label class="md-nav__title" for="__toc">
- <span class="md-nav__icon md-icon"></span>
- Table of contents
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- <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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- <span class="md-ellipsis">
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-
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+
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+
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<li class="md-nav__item">
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+ <a href="../crs-examples/" class="md-nav__link">
<span class="md-ellipsis">
- Working with SQL in SedonaDB
+ CRS Examples
</span>
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<li class="md-nav__item">
- <a href="../contributors-guide/" class="md-nav__link">
+ <a href="../delta-lake/" class="md-nav__link">
<span class="md-ellipsis">
- Contributors Guide
+ Delta Lake
</span>
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-
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-
+
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+
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<span class="md-ellipsis">
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</span>
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-
-
-
-
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-
- <li class="md-nav__item">
- <a href="../reference/python/" class="md-nav__link">
+ <span class="md-nav__icon md-icon"></span>
+ </label>
+
+ <a href="./" class="md-nav__link md-nav__link--active">
<span class="md-ellipsis">
- Python
+ Working with Parquet Files
</span>
</a>
+
+
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+
+
+
+
+
+
+ <label class="md-nav__title" for="__toc">
+ <span class="md-nav__icon md-icon"></span>
+ Table of contents
+ </label>
+ <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+
+ <li class="md-nav__item">
+ <a href="#install-sedonadb" class="md-nav__link">
+ <span class="md-ellipsis">
+ Install SedonaDB
+ </span>
+ </a>
+
+</li>
+
+ <li class="md-nav__item">
+ <a href="#implementation" class="md-nav__link">
+ <span class="md-ellipsis">
+ Implementation
+ </span>
+ </a>
+
+</li>
+
+ </ul>
+
+</nav>
+
</li>
@@ -949,12 +1028,12 @@
<li class="md-nav__item">
- <a href="../reference/sql/" class="md-nav__link">
+ <a href="../working-with-sql-sedonadb/" class="md-nav__link">
<span class="md-ellipsis">
- SQL
+ Working with SQL in SedonaDB
</span>
@@ -965,6 +1044,14 @@
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+
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+
+
+
+
@@ -972,12 +1059,12 @@
<li class="md-nav__item">
- <a href="../reference/sql-joins/" class="md-nav__link">
+ <a href="../contributors-guide/" class="md-nav__link">
<span class="md-ellipsis">
- Spatial Joins
+ Contributors Guide
</span>
@@ -994,14 +1081,6 @@
</li>
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-
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-
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-
-
@@ -1299,7 +1378,7 @@
<nav class="md-footer__inner md-grid" aria-label="Footer">
- <a href="../crs-examples/" class="md-footer__link md-footer__link--prev" aria-label="Previous: CRS Examples">
+ <a href="../delta-lake/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Delta Lake">
<div class="md-footer__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"></path></svg>
@@ -1309,7 +1388,7 @@
Previous
</span>
<div class="md-ellipsis">
- CRS Examples
+ Delta Lake
</div>
</div>
</a>
@@ -1361,7 +1440,7 @@
<a href="https://github.com/apache/sedona-db/" target="_blank" rel="noopener" title="github.com" class="md-social__link">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 [...]
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<a href="https://twitter.com/ApacheSedona" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
- <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.0.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M459.4 151.7c.3 4.5.3 9.1.3 13.6 0 138.7-105.6 298.6-298.6 298.6-59.5 0-114.7-17.2-161.1-47.1 8.4 1 16.6 1.3 25.3 1.3 49.1 0 94.2-16.6 130.3-44.8-46.1-1-84.8-31.2-98.1-72.8 6.5 1 13 1.6 19.8 1.6 9.4 0 18.8 [...]
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M492.5 69.8c-.2-.3-.4-.6-.8-.7-38.1-17.5-78.4-30-119.7-37.1-.4-.1-.8 0-1.1.1s-.6.4-.8.8c-5.5 9.9-10.5 20.2-14.9 30.6-44.6-6.8-89.9-6.8-134.4 0-4.5-10.5-9.5-20.7-15.1-30.6-.2-.3-.5-.6-.8-.8s-.7-.2-1.1-.2C16 [...]
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diff --git a/0.1.0/working-with-sql-sedonadb/index.html b/0.1.0/working-with-sql-sedonadb/index.html
index afd488a..fc9eb2c 100644
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+++ b/0.1.0/working-with-sql-sedonadb/index.html
@@ -17,7 +17,7 @@
<link rel="icon" href="../image/sedona_logo_symbol.png">
- <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.21">
+ <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.23">
@@ -25,7 +25,7 @@
- <link rel="stylesheet" href="../assets/stylesheets/main.2a3383ac.min.css">
+ <link rel="stylesheet" href="../assets/stylesheets/main.84d31ad4.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
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<a href="https://github.com/apache/sedona-db" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
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+ <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2. [...]
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<div class="md-source__repository">
apache/sedona-db
@@ -438,7 +438,7 @@
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apache/sedona-db
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<li class="md-nav__item">
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+ <a href="../contributors-guide/" class="md-nav__link">
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+ Contributors Guide
</span>
@@ -1033,14 +1120,6 @@
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@@ -1414,7 +1493,7 @@ successfully creates a list containing the spatial data structures.</p>
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