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chanzuckerberg · Oct 24, 2023 · 481a5f3 · 481a5f3
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diff --git a/_sources/cellxgene_census_aws_open_data.md.txt b/_sources/cellxgene_census_aws_open_data.md.txt
@@ -2,7 +2,7 @@
 
 The single-cell data from [CZ CELLxGENE Discover Census](cellxgene_census_docsite_landing.md) are available for public access via Amazon Web Services (AWS).
 
-This page describes what Census data is available in AWS and how to access them.
+This page describes what Census data are available in AWS and how to access them.
 
 Contents
 
@@ -122,7 +122,7 @@ config = {
 ctx = tiledbsoma.options.SOMATileDBContext()
 ctx = ctx.replace(tiledb_config=config)
 
-uri = "s3:/cellxgene-census-public/cell-census/2023-07-25/soma/"
+uri = "s3://cellxgene-census-public/cell-census/2023-07-25/soma/"
 
 with tiledbsoma.open(uri, context=ctx) as census:
     cell_metadata = census["census_data"]["homo_sapiens"].obs.read(

diff --git a/cellxgene_census_aws_open_data.html b/cellxgene_census_aws_open_data.html
@@ -190,7 +190,7 @@
   <section id="cz-cellxgene-discover-census-in-aws">
 <h1>CZ CELLxGENE Discover Census in AWS<a class="headerlink" href="#cz-cellxgene-discover-census-in-aws" title="Permalink to this heading">¶</a></h1>
 <p>The single-cell data from <a class="reference internal" href="cellxgene_census_docsite_landing.html"><span class="std std-doc">CZ CELLxGENE Discover Census</span></a> are available for public access via Amazon Web Services (AWS).</p>
-<p>This page describes what Census data is available in AWS and how to access them.</p>
+<p>This page describes what Census data are available in AWS and how to access them.</p>
 <p>Contents</p>
 <ul class="simple">
 <li><p><a class="reference internal" href="#census-data-available-in-aws"><span class="std std-ref">Census data available in AWS</span></a></p></li>
@@ -295,7 +295,7 @@ <h3>TileDB-SOMA API (Python and R)<a class="headerlink" href="#tiledb-soma-api-p
 <span class="n">ctx</span> <span class="o">=</span> <span class="n">tiledbsoma</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">SOMATileDBContext</span><span class="p">()</span>
 <span class="n">ctx</span> <span class="o">=</span> <span class="n">ctx</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">tiledb_config</span><span class="o">=</span><span class="n">config</span><span class="p">)</span>
 
-<span class="n">uri</span> <span class="o">=</span> <span class="s2">&quot;s3:/cellxgene-census-public/cell-census/2023-07-25/soma/&quot;</span>
+<span class="n">uri</span> <span class="o">=</span> <span class="s2">&quot;s3://cellxgene-census-public/cell-census/2023-07-25/soma/&quot;</span>
 
 <span class="k">with</span> <span class="n">tiledbsoma</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">uri</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="n">ctx</span><span class="p">)</span> <span class="k">as</span> <span class="n">census</span><span class="p">:</span>
     <span class="n">cell_metadata</span> <span class="o">=</span> <span class="n">census</span><span class="p">[</span><span class="s2">&quot;census_data&quot;</span><span class="p">][</span><span class="s2">&quot;homo_sapiens&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">obs</span><span class="o">.</span><span class="n">read</span><span class="p">(</span>

diff --git a/notebooks/experimental/pytorch.ipynb b/notebooks/experimental/pytorch.ipynb
@@ -118,7 +118,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d663c05",
+   "id": "3d7f7e8f",
    "metadata": {
     "collapsed": false
    },
@@ -130,7 +130,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24771605",
+   "id": "001aeb36",
    "metadata": {
     "collapsed": false
    },