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diff --git a/_autosummary/cellxgene_census.download_source_h5ad.html b/_autosummary/cellxgene_census.download_source_h5ad.html
@@ -162,7 +162,6 @@
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diff --git a/_autosummary/cellxgene_census.experimental.ml.pytorch.ExperimentDataPipe.html b/_autosummary/cellxgene_census.experimental.ml.pytorch.ExperimentDataPipe.html
@@ -161,7 +161,6 @@
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diff --git a/_autosummary/cellxgene_census.experimental.ml.pytorch.Stats.html b/_autosummary/cellxgene_census.experimental.ml.pytorch.Stats.html
@@ -161,7 +161,6 @@
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diff --git a/_autosummary/cellxgene_census.experimental.pp.get_highly_variable_genes.html b/_autosummary/cellxgene_census.experimental.pp.get_highly_variable_genes.html
@@ -161,7 +161,6 @@
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diff --git a/_autosummary/cellxgene_census.experimental.pp.highly_variable_genes.html b/_autosummary/cellxgene_census.experimental.pp.highly_variable_genes.html
@@ -161,7 +161,6 @@
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diff --git a/_autosummary/cellxgene_census.experimental.pp.mean_variance.html b/_autosummary/cellxgene_census.experimental.pp.mean_variance.html
@@ -46,7 +46,7 @@
 
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@@ -245,7 +244,7 @@ <h1>cellxgene_census.experimental.pp.mean_variance<a class="headerlink" href="#c
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diff --git a/_autosummary/cellxgene_census.experimental.util.X_sparse_iter.html b/_autosummary/cellxgene_census.experimental.util.X_sparse_iter.html
diff --git a/_autosummary/cellxgene_census.get_anndata.html b/_autosummary/cellxgene_census.get_anndata.html
diff --git a/_autosummary/cellxgene_census.get_census_version_description.html b/_autosummary/cellxgene_census.get_census_version_description.html
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diff --git a/_autosummary/cellxgene_census.get_census_version_directory.html b/_autosummary/cellxgene_census.get_census_version_directory.html
@@ -160,7 +160,6 @@
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diff --git a/_autosummary/cellxgene_census.get_default_soma_context.html b/_autosummary/cellxgene_census.get_default_soma_context.html
@@ -162,7 +162,6 @@
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diff --git a/_autosummary/cellxgene_census.get_presence_matrix.html b/_autosummary/cellxgene_census.get_presence_matrix.html
@@ -159,7 +159,6 @@
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@@ -207,7 +206,7 @@
 <h1>cellxgene_census.get_presence_matrix<a class="headerlink" href="#cellxgene-census-get-presence-matrix" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="cellxgene_census.get_presence_matrix">
-<span class="sig-prename descclassname"><span class="pre">cellxgene_census.</span></span><span class="sig-name descname"><span class="pre">get_presence_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">census</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Collection</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organism</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">measurement_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'RNA'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html#scipy.sparse.csr_matrix" title="(in SciPy v1.11.4)"><span class="pre">csr_matrix</span></a></span></span><a class="headerlink" href="#cellxgene_census.get_presence_matrix" title="Permalink to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">cellxgene_census.</span></span><span class="sig-name descname"><span class="pre">get_presence_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">census</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Collection</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organism</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">measurement_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'RNA'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html#scipy.sparse.csr_matrix" title="(in SciPy v1.12.0)"><span class="pre">csr_matrix</span></a></span></span><a class="headerlink" href="#cellxgene_census.get_presence_matrix" title="Permalink to this definition">¶</a></dt>
 <dd><p>Read the feature dataset presence matrix and return as a SciPy sparse CSR array.
 The returned sparse matrix is indexed on the
 first dimension by the dataset <code class="docutils literal notranslate"><span class="pre">soma_joinid</span></code> values, and on the
@@ -221,7 +220,7 @@ <h1>cellxgene_census.get_presence_matrix<a class="headerlink" href="#cellxgene-c
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A <a class="reference external" href="https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_array.html#scipy.sparse.csr_array" title="(in SciPy v1.11.4)"><code class="xref py py-class docutils literal notranslate"><span class="pre">scipy.sparse.csr_array</span></code></a> object containing the presence matrix.</p>
+<dd class="field-even"><p>A <a class="reference external" href="https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_array.html#scipy.sparse.csr_array" title="(in SciPy v1.12.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">scipy.sparse.csr_array</span></code></a> object containing the presence matrix.</p>
 </dd>
 <dt class="field-odd">Raises<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.12)"><strong>ValueError</strong></a> – if the organism cannot be found.</p>

diff --git a/_autosummary/cellxgene_census.get_source_h5ad_uri.html b/_autosummary/cellxgene_census.get_source_h5ad_uri.html
@@ -162,7 +162,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#versioning-of-cell-census-builds">Versioning of Cell Census builds</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-machine-learning">Experimental: Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-processing">Experimental: Processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-utility">Experimental: Utility</a></li>
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diff --git a/_autosummary/cellxgene_census.open_soma.html b/_autosummary/cellxgene_census.open_soma.html
@@ -162,7 +162,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#versioning-of-cell-census-builds">Versioning of Cell Census builds</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-machine-learning">Experimental: Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-processing">Experimental: Processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../python-api.html#experimental-utility">Experimental: Utility</a></li>
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diff --git a/...ebooks_api_demo_census_embedding_13_0.png → ...ebooks_api_demo_census_embedding_14_0.png b/...ebooks_api_demo_census_embedding_13_0.png → ...ebooks_api_demo_census_embedding_14_0.png
diff --git a/_sources/_autosummary/cellxgene_census.experimental.util.X_sparse_iter.rst.txt b/_sources/_autosummary/cellxgene_census.experimental.util.X_sparse_iter.rst.txt
diff --git a/_sources/cellxgene_census_aws_open_data.md.txt b/_sources/cellxgene_census_aws_open_data.md.txt
@@ -77,7 +77,7 @@ aws s3 sync --no-sign-request s3://cellxgene-census-public-us-west-2/cell-census
 And to download the TileDB files:
 
 ```bash
-aws s3 sync --no-sign-request s3:/cellxgene-census-public-us-west-2/cell-census/2023-07-25/soma/ ./soma/
+aws s3 sync --no-sign-request s3://cellxgene-census-public-us-west-2/cell-census/2023-07-25/soma/ ./soma/
 ```
 
 ### CELLxGENE Census API (Python and R)