From dabfa036ebb9b90c7a93d43bd49519247fbe3a06 Mon Sep 17 00:00:00 2001
From: johnkerl <johnkerl@users.noreply.github.com>
Date: Tue, 21 May 2024 21:40:57 +0000
Subject: [PATCH] cli-147-1083

---
 404.html                                      |  2 +-
 LICENSE-text.html                             |  2 +-
 articles/UsingPlatformConfig.html             |  2 +-
 articles/index.html                           |  2 +-
 articles/soma-experiment-queries.html         | 37 ++++++++++---------
 articles/soma-objects.html                    | 18 ++++-----
 articles/soma-reading.html                    |  4 +-
 authors.html                                  |  6 +--
 index.html                                    |  2 +-
 news/index.html                               |  9 ++++-
 pkgdown.yml                                   |  2 +-
 reference/BlockwiseReadIterBase.html          |  2 +-
 reference/BlockwiseSparseReadIter.html        |  2 +-
 reference/BlockwiseTableReadIter.html         |  2 +-
 reference/ConfigList.html                     |  2 +-
 reference/CoordsStrider.html                  |  2 +-
 reference/EphemeralCollection.html            |  2 +-
 reference/EphemeralCollectionBase.html        |  2 +-
 reference/EphemeralExperiment.html            |  2 +-
 reference/EphemeralMeasurement.html           |  2 +-
 reference/MappingBase.html                    |  2 +-
 reference/PlatformConfig.html                 |  2 +-
 reference/ReadIter.html                       |  2 +-
 reference/SOMAArrayBase.html                  |  2 +-
 reference/SOMAAxisIndexer.html                |  2 +-
 reference/SOMAAxisQuery.html                  |  2 +-
 reference/SOMAAxisQueryResult.html            |  2 +-
 reference/SOMACollection.html                 |  2 +-
 reference/SOMACollectionBase.html             |  2 +-
 reference/SOMACollectionCreate.html           |  2 +-
 reference/SOMACollectionOpen.html             |  2 +-
 reference/SOMAContextBase.html                |  2 +-
 reference/SOMADataFrame.html                  |  2 +-
 reference/SOMADataFrameCreate.html            |  2 +-
 reference/SOMADataFrameOpen.html              |  2 +-
 reference/SOMADenseNDArray.html               |  2 +-
 reference/SOMADenseNDArrayCreate.html         |  2 +-
 reference/SOMADenseNDArrayOpen.html           |  2 +-
 reference/SOMAExperiment.html                 |  2 +-
 reference/SOMAExperimentAxisQuery.html        |  2 +-
 reference/SOMAExperimentCreate.html           |  2 +-
 reference/SOMAExperimentOpen.html             |  2 +-
 reference/SOMAMeasurement.html                |  2 +-
 reference/SOMAMeasurementCreate.html          |  2 +-
 reference/SOMAMeasurementOpen.html            |  2 +-
 reference/SOMANDArrayBase.html                |  2 +-
 reference/SOMAOpen.html                       |  2 +-
 reference/SOMASparseNDArray.html              |  2 +-
 reference/SOMASparseNDArrayBlockwiseRead.html |  2 +-
 reference/SOMASparseNDArrayCreate.html        |  2 +-
 reference/SOMASparseNDArrayOpen.html          |  2 +-
 reference/SOMASparseNDArrayRead.html          |  2 +-
 reference/SOMASparseNDArrayReadBase.html      |  2 +-
 reference/SOMATileDBContext.html              |  2 +-
 reference/ScalarMap.html                      |  2 +-
 reference/SparseReadIter.html                 |  2 +-
 reference/TableReadIter.html                  |  2 +-
 reference/TileDBArray.html                    |  2 +-
 reference/TileDBCreateOptions.html            |  2 +-
 reference/TileDBGroup.html                    |  2 +-
 reference/TileDBObject.html                   |  9 +----
 reference/example-datasets.html               |  2 +-
 reference/index.html                          |  2 +-
 reference/matrixZeroBasedView.html            |  2 +-
 reference/set_log_level.html                  |  2 +-
 reference/show_package_versions.html          |  2 +-
 reference/tiledbsoma_stats.html               |  2 +-
 reference/write_soma.Seurat.html              |  2 +-
 .../write_soma.SingleCellExperiment.html      |  2 +-
 .../write_soma.SummarizedExperiment.html      |  2 +-
 reference/write_soma.html                     |  2 +-
 reference/write_soma_objects.html             |  2 +-
 reference/write_soma_seurat_sub.html          |  2 +-
 search.json                                   |  2 +-
 74 files changed, 111 insertions(+), 108 deletions(-)

diff --git a/404.html b/404.html
index acdbdfb4c2..a55e0639bc 100644
--- a/404.html
+++ b/404.html
@@ -24,7 +24,7 @@
     
     <a class="navbar-brand me-2" href="index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/LICENSE-text.html b/LICENSE-text.html
index c869003507..d48aa74056 100644
--- a/LICENSE-text.html
+++ b/LICENSE-text.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/UsingPlatformConfig.html b/articles/UsingPlatformConfig.html
index e1c9ea3642..8a98b5ff43 100644
--- a/articles/UsingPlatformConfig.html
+++ b/articles/UsingPlatformConfig.html
@@ -26,7 +26,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/index.html b/articles/index.html
index 9fd0f1fc3e..c377a2b7d7 100644
--- a/articles/index.html
+++ b/articles/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/soma-experiment-queries.html b/articles/soma-experiment-queries.html
index 28b9665867..918c3a0706 100644
--- a/articles/soma-experiment-queries.html
+++ b/articles/soma-experiment-queries.html
@@ -26,7 +26,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -100,7 +100,7 @@ <h2 id="example-data">Example data<a class="anchor" aria-label="anchor" href="#e
 <code class="sourceCode R"><span><span class="va">experiment</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/example-datasets.html">load_dataset</a></span><span class="op">(</span><span class="st">"soma-exp-pbmc-small"</span><span class="op">)</span></span>
 <span><span class="va">experiment</span></span>
 <span><span class="co">#&gt; &lt;SOMAExperiment&gt;</span></span>
-<span><span class="co">#&gt;   uri: /tmp/RtmpnqVCu1/soma-exp-pbmc-small </span></span>
+<span><span class="co">#&gt;   uri: /tmp/RtmpaQAKVL/soma-exp-pbmc-small </span></span>
 <span><span class="co">#&gt;   arrays: obs </span></span>
 <span><span class="co">#&gt;   groups: ms</span></span></code></pre></div>
 </div>
@@ -112,7 +112,7 @@ <h2 id="querying-basics">Querying basics<a class="anchor" aria-label="anchor" hr
 <div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">experiment</span><span class="op">$</span><span class="va">ms</span></span>
 <span><span class="co">#&gt; &lt;SOMACollection&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpnqVCu1/soma-exp-pbmc-small/ms </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpaQAKVL/soma-exp-pbmc-small/ms </span></span>
 <span><span class="co">#&gt;   groups: RNA</span></span></code></pre></div>
 <p>Now we can construct our query object.</p>
 <div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
@@ -199,13 +199,14 @@ <h2 id="querying-basics">Querying basics<a class="anchor" aria-label="anchor" hr
 <span><span class="co">#&gt; $letter.idents &lt;large_string&gt;</span></span>
 <span><span class="co">#&gt; $groups &lt;large_string&gt;</span></span>
 <span><span class="co">#&gt; $RNA_snn_res.1 &lt;large_string&gt;</span></span>
-<span><span class="co">#&gt; $obs_id &lt;large_string&gt;</span></span>
-<span><span class="va">iterator</span><span class="op">$</span><span class="fu">read_complete</span><span class="op">(</span><span class="op">)</span></span>
+<span><span class="co">#&gt; $obs_id &lt;large_string&gt;</span></span></code></pre></div>
+<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">iterator</span><span class="op">$</span><span class="fu">read_complete</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="co">#&gt; [1] TRUE</span></span></code></pre></div>
 <p>We can also access the expression via <code>X()</code>.</p>
 <p>Similarly to <code>obs()</code> and <code><a href="https://rdrr.io/r/stats/cor.html" class="external-link">var()</a></code>, <code>X()</code> is intended for iteration, but in this case we have access to two different iterators, and thus <code>X()</code> returns a reader that gives you access to an iterator for <code><a href="https://arrow.apache.org/docs/r/reference/Table-class.html" class="external-link">arrow::Table</a></code> and one for <code>Matrix::sparse_matrix</code>.</p>
 <p>Let’s take a look at the Arrow Table iterator:</p>
-<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb13"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">reader</span> <span class="op">&lt;-</span> <span class="va">query</span><span class="op">$</span><span class="fu">X</span><span class="op">(</span>layer_name <span class="op">=</span> <span class="st">"counts"</span><span class="op">)</span></span>
 <span><span class="va">table_irerator</span> <span class="op">&lt;-</span> <span class="va">reader</span><span class="op">$</span><span class="fu">tables</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="va">table_irerator</span><span class="op">$</span><span class="fu">read_next</span><span class="op">(</span><span class="op">)</span></span>
@@ -216,7 +217,7 @@ <h2 id="querying-basics">Querying basics<a class="anchor" aria-label="anchor" hr
 <span><span class="co">#&gt; $soma_data &lt;double not null&gt;</span></span></code></pre></div>
 <p>As in the <code>obs</code> example the data is small enough to fit in one chunk. For bigger data you can user <code>iterator$read_complete()</code> to check the status of iteration and <code>iterator$concat()</code> to concatenate the rest of the chunks.</p>
 <p>The iterator for <code>Matrix::sparse_matrix</code> works in the same way. Keep in mind that the matrix format is <code>dgTMatrix</code> as it is the most memory-efficient and the only format type that can be easily iterated. And most importantly, the resulting object is a “view” of the full matrix with the original shape and indexes but only with data corresponding to the query coordinates or filters (see section below).</p>
-<div class="sourceCode" id="cb13"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">reader</span> <span class="op">&lt;-</span> <span class="va">query</span><span class="op">$</span><span class="fu">X</span><span class="op">(</span>layer_name <span class="op">=</span> <span class="st">"counts"</span><span class="op">)</span></span>
 <span><span class="va">iterator</span> <span class="op">&lt;-</span> <span class="va">reader</span><span class="op">$</span><span class="fu">sparse_matrix</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/utils/str.html" class="external-link">str</a></span><span class="op">(</span><span class="va">iterator</span><span class="op">$</span><span class="fu">read_next</span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
@@ -235,24 +236,24 @@ <h2 id="adding-filters">Adding filters<a class="anchor" aria-label="anchor" href
 </h2>
 <p>Adding filters requires creating a <code>SOMAAxisQuery</code> object that allows you to define coordinates, value filters, or both for an axis.</p>
 <p>Here we’ll create a query for <code>obs</code> that slices the first 40 rows, and then filters that subset based on the <code>nCount_RNA</code> column.</p>
-<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">obs_query</span> <span class="op">&lt;-</span> <span class="va"><a href="../reference/SOMAAxisQuery.html">SOMAAxisQuery</a></span><span class="op">$</span><span class="fu">new</span><span class="op">(</span></span>
 <span>  coords <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>soma_joinid <span class="op">=</span> <span class="fl">0</span><span class="op">:</span><span class="fl">39</span><span class="op">)</span>,</span>
 <span>  value_filter <span class="op">=</span> <span class="st">"nCount_RNA &gt; 100"</span></span>
 <span><span class="op">)</span></span></code></pre></div>
 <p>To apply this filter we’ll pass it to a new <code>SOMAExperimentAxisQuery</code> object.</p>
-<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb16"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span> <span class="op">&lt;-</span> <span class="va"><a href="../reference/SOMAExperimentAxisQuery.html">SOMAExperimentAxisQuery</a></span><span class="op">$</span><span class="fu">new</span><span class="op">(</span></span>
 <span>  experiment <span class="op">=</span> <span class="va">experiment</span>,</span>
 <span>  measurement_name <span class="op">=</span> <span class="st">"RNA"</span>,</span>
 <span>  obs_query <span class="op">=</span> <span class="va">obs_query</span></span>
 <span><span class="op">)</span></span></code></pre></div>
 <p>Let’s see how many observations this query identified.</p>
-<div class="sourceCode" id="cb16"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span><span class="op">$</span><span class="va">n_obs</span></span>
 <span><span class="co">#&gt; [1] 26</span></span></code></pre></div>
 <p>As before, we can load the <code>obs</code> data frame into memory but now it only includes the filtered observations.</p>
-<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb18"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">obs</span> <span class="op">&lt;-</span> <span class="va">query</span><span class="op">$</span><span class="fu">obs</span><span class="op">(</span>column_names <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"obs_id"</span>, <span class="st">"nCount_RNA"</span><span class="op">)</span><span class="op">)</span><span class="op">$</span><span class="fu">concat</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="va">obs</span><span class="op">$</span><span class="fu">to_data_frame</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 26 × 2</span></span></span>
@@ -271,7 +272,7 @@ <h2 id="adding-filters">Adding filters<a class="anchor" aria-label="anchor" href
 <span><span class="co">#&gt; <span style="color: #949494;"># ℹ 16 more rows</span></span></span></code></pre></div>
 <p>As well as the X matrix in two different formats:</p>
 <p><code><a href="https://arrow.apache.org/docs/r/reference/Table-class.html" class="external-link">arrow::Table</a></code></p>
-<div class="sourceCode" id="cb18"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span><span class="op">$</span><span class="fu">X</span><span class="op">(</span><span class="st">"counts"</span><span class="op">)</span><span class="op">$</span><span class="fu">tables</span><span class="op">(</span><span class="op">)</span><span class="op">$</span><span class="fu">concat</span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="co">#&gt; Table</span></span>
 <span><span class="co">#&gt; 1485 rows x 3 columns</span></span>
@@ -279,7 +280,7 @@ <h2 id="adding-filters">Adding filters<a class="anchor" aria-label="anchor" href
 <span><span class="co">#&gt; $soma_dim_1 &lt;int64 not null&gt;</span></span>
 <span><span class="co">#&gt; $soma_data &lt;double not null&gt;</span></span></code></pre></div>
 <p><code>Matrix::sparse_matrix</code> in <code>dgTMatrix</code> format.</p>
-<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb20"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/str.html" class="external-link">str</a></span><span class="op">(</span><span class="va">query</span><span class="op">$</span><span class="fu">X</span><span class="op">(</span><span class="st">"counts"</span><span class="op">)</span><span class="op">$</span><span class="fu">sparse_matrix</span><span class="op">(</span><span class="op">)</span><span class="op">$</span><span class="fu">concat</span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
 <span><span class="co">#&gt; Formal class 'dgTMatrix' [package "Matrix"] with 6 slots</span></span>
 <span><span class="co">#&gt;   ..@ i       : int [1:1485] 3 3 3 3 3 3 3 3 3 3 ...</span></span>
@@ -297,7 +298,7 @@ <h2 id="export-to-an-annotated-re-indexed-sparse-matrix">Export to an annotated
 </h2>
 <p>Any component of the queried <code>SOMAExperiment</code> can be exported to a [sparse matrix][Matrix::sparseMatrix-class] using the <code>to_sparse_matrix()</code> method.</p>
 <p>For example, let’s create a sparse matrix of the filtered expression data. We’ll create a new query that returns a smaller subset of the data to make the output easier to read.</p>
-<div class="sourceCode" id="cb20"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span> <span class="op">&lt;-</span> <span class="va"><a href="../reference/SOMAExperimentAxisQuery.html">SOMAExperimentAxisQuery</a></span><span class="op">$</span><span class="fu">new</span><span class="op">(</span></span>
 <span>  experiment <span class="op">=</span> <span class="va">experiment</span>,</span>
 <span>  measurement_name <span class="op">=</span> <span class="st">"RNA"</span>,</span>
@@ -305,7 +306,7 @@ <h2 id="export-to-an-annotated-re-indexed-sparse-matrix">Export to an annotated
 <span>  var_query <span class="op">=</span> <span class="va"><a href="../reference/SOMAAxisQuery.html">SOMAAxisQuery</a></span><span class="op">$</span><span class="fu">new</span><span class="op">(</span>coords <span class="op">=</span> <span class="fl">0</span><span class="op">:</span><span class="fl">9</span><span class="op">)</span></span>
 <span><span class="op">)</span></span></code></pre></div>
 <p>Then we indicate that we want to access the <code>"counts"</code> layer of the <code>"X"</code> collection.</p>
-<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span><span class="op">$</span><span class="fu">to_sparse_matrix</span><span class="op">(</span></span>
 <span>  collection <span class="op">=</span> <span class="st">"X"</span>,</span>
 <span>  layer <span class="op">=</span> <span class="st">"counts"</span></span>
@@ -324,7 +325,7 @@ <h2 id="export-to-an-annotated-re-indexed-sparse-matrix">Export to an annotated
 <span><span class="co">#&gt; 8 . . . . . . . .  2 .</span></span>
 <span><span class="co">#&gt; 9 . 1 . . . . . . 21 .</span></span></code></pre></div>
 <p>By default, the dimensions are named using <code>soma_joinid</code> values which are unique to each observation and variable. However, dimension names can come from any column in the <code>obs</code> and <code>var</code> arrays that uniquely identifies each record. For an expression matrix it makes sense to name the dimensions using cell barcodes and gene names, which are stored in the <code>obs_id</code> and <code>var_id</code> columns, respectively.</p>
-<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span><span class="op">$</span><span class="fu">to_sparse_matrix</span><span class="op">(</span></span>
 <span>  collection <span class="op">=</span> <span class="st">"X"</span>,</span>
 <span>  layer <span class="op">=</span> <span class="st">"counts"</span>,</span>
@@ -345,7 +346,7 @@ <h2 id="export-to-an-annotated-re-indexed-sparse-matrix">Export to an annotated
 <span><span class="co">#&gt; GATATAACACGCAT . . . . . . . .  2 .</span></span>
 <span><span class="co">#&gt; AATGTTGACAGTCA . 1 . . . . . . 21 .</span></span></code></pre></div>
 <p>We can use this method for any of the <code>SOMAExperiment</code>’s collections. Let’s access the t-SNE coordinates stored in the <code>obsm</code> collection’s <code>X_tsne</code> layer, populating the row names with cell barcodes.</p>
-<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb24"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span><span class="op">$</span><span class="fu">to_sparse_matrix</span><span class="op">(</span></span>
 <span>  collection <span class="op">=</span> <span class="st">"obsm"</span>,</span>
 <span>  layer <span class="op">=</span> <span class="st">"X_tsne"</span>,</span>
@@ -368,7 +369,7 @@ <h2 id="export-to-an-annotated-re-indexed-sparse-matrix">Export to an annotated
 <h2 id="export-to-seurat">Export to Seurat<a class="anchor" aria-label="anchor" href="#export-to-seurat"></a>
 </h2>
 <p>The <code>query</code> object also contains methods for loading in results as a Seurat object (or any of Seurat’s component classes). As with the <code>to_sparse_matrix()</code> method, we can specify the <code>obs_index</code> and <code>var_index</code> to use for naming the dimensions of the resulting object.</p>
-<div class="sourceCode" id="cb24"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb25"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">query</span> <span class="op">&lt;-</span> <span class="va"><a href="../reference/SOMAExperimentAxisQuery.html">SOMAExperimentAxisQuery</a></span><span class="op">$</span><span class="fu">new</span><span class="op">(</span></span>
 <span>  experiment <span class="op">=</span> <span class="va">experiment</span>,</span>
 <span>  measurement_name <span class="op">=</span> <span class="st">"RNA"</span></span>
diff --git a/articles/soma-objects.html b/articles/soma-objects.html
index 5cde542845..b95588e371 100644
--- a/articles/soma-objects.html
+++ b/articles/soma-objects.html
@@ -26,7 +26,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -95,7 +95,7 @@ <h2 id="example-data">Example data<a class="anchor" aria-label="anchor" href="#e
 <div class="sourceCode" id="cb2"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">uri</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/example-datasets.html">extract_dataset</a></span><span class="op">(</span><span class="st">"soma-exp-pbmc-small"</span><span class="op">)</span></span>
 <span><span class="va">uri</span></span>
-<span><span class="co">#&gt; [1] "/tmp/RtmpZBCYVt/soma-exp-pbmc-small"</span></span></code></pre></div>
+<span><span class="co">#&gt; [1] "/tmp/RtmpfrfpoI/soma-exp-pbmc-small"</span></span></code></pre></div>
 </div>
 <div class="section level2">
 <h2 id="somaexperiment">
@@ -113,7 +113,7 @@ <h2 id="somaexperiment">
 <code class="sourceCode R"><span><span class="va">experiment</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/SOMAExperimentOpen.html">SOMAExperimentOpen</a></span><span class="op">(</span><span class="va">uri</span><span class="op">)</span></span>
 <span><span class="va">experiment</span></span>
 <span><span class="co">#&gt; &lt;SOMAExperiment&gt;</span></span>
-<span><span class="co">#&gt;   uri: /tmp/RtmpZBCYVt/soma-exp-pbmc-small </span></span>
+<span><span class="co">#&gt;   uri: /tmp/RtmpfrfpoI/soma-exp-pbmc-small </span></span>
 <span><span class="co">#&gt;   arrays: obs </span></span>
 <span><span class="co">#&gt;   groups: ms</span></span></code></pre></div>
 <p>Note that opening a <code>SOMAExperiment</code> (or any SOMA object) only returns a pointer to the object on disk. No data is actually read into memory until it’s requested. This is important as the full experiment may be too large to fit in memory.</p>
@@ -121,14 +121,14 @@ <h2 id="somaexperiment">
 <div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">experiment</span><span class="op">$</span><span class="va">ms</span></span>
 <span><span class="co">#&gt; &lt;SOMACollection&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms </span></span>
 <span><span class="co">#&gt;   groups: RNA</span></span></code></pre></div>
 <p>This returns the <code>SOMACollection</code> of measurements. We’ll take a closer look at this later.</p>
 <p>To access the <code>obs</code> field containing the observation annotations:</p>
 <div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">experiment</span><span class="op">$</span><span class="va">obs</span></span>
 <span><span class="co">#&gt; &lt;SOMADataFrame&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/obs </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/obs </span></span>
 <span><span class="co">#&gt;   dimensions: soma_joinid </span></span>
 <span><span class="co">#&gt;   attributes: orig.ident, nCount_RNA, nFeature_RNA, RNA_snn_res.0.8, letter.idents, groups,...</span></span></code></pre></div>
 </div>
@@ -228,13 +228,13 @@ <h2 id="somacollection">
 <div class="sourceCode" id="cb12"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">experiment</span><span class="op">$</span><span class="va">ms</span></span>
 <span><span class="co">#&gt; &lt;SOMACollection&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms </span></span>
 <span><span class="co">#&gt;   groups: RNA</span></span></code></pre></div>
 <p>In this case, we have one member: <code>RNA</code>, which is a <code>SOMAMeasurement</code>. A specific measurement can be accessed by name with the <code><a href="https://rdrr.io/r/base/get.html" class="external-link">get()</a></code> method:</p>
 <div class="sourceCode" id="cb13"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">experiment</span><span class="op">$</span><span class="va">ms</span><span class="op">$</span><span class="fu">get</span><span class="op">(</span><span class="st">"RNA"</span><span class="op">)</span></span>
 <span><span class="co">#&gt; &lt;SOMAMeasurement&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA </span></span>
 <span><span class="co">#&gt;   arrays: var </span></span>
 <span><span class="co">#&gt;   groups: obsm, obsp, varm, X</span></span></code></pre></div>
 </div>
@@ -269,7 +269,7 @@ <h2 id="somasparsendarray">SOMASparseNDArray<a class="anchor" aria-label="anchor
 <code class="sourceCode R"><span><span class="va">X</span> <span class="op">&lt;-</span> <span class="va">experiment</span><span class="op">$</span><span class="va">ms</span><span class="op">$</span><span class="fu">get</span><span class="op">(</span><span class="st">"RNA"</span><span class="op">)</span><span class="op">$</span><span class="va">X</span></span>
 <span><span class="va">X</span></span>
 <span><span class="co">#&gt; &lt;SOMACollection&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA/X </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA/X </span></span>
 <span><span class="co">#&gt;   arrays: counts, data, scale_data</span></span></code></pre></div>
 <p>This collection contains 3 layers corresponding to the raw, normalized, and scaled slots from the original Seurat object.</p>
 <p>Any of these <code>X</code> layers can be accessed using <code><a href="https://rdrr.io/r/base/get.html" class="external-link">get()</a></code>:</p>
@@ -277,7 +277,7 @@ <h2 id="somasparsendarray">SOMASparseNDArray<a class="anchor" aria-label="anchor
 <code class="sourceCode R"><span><span class="va">X_data</span> <span class="op">&lt;-</span> <span class="va">X</span><span class="op">$</span><span class="fu">get</span><span class="op">(</span><span class="st">"data"</span><span class="op">)</span></span>
 <span><span class="va">X_data</span></span>
 <span><span class="co">#&gt; &lt;SOMASparseNDArray&gt;</span></span>
-<span><span class="co">#&gt;   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA/X/data </span></span>
+<span><span class="co">#&gt;   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA/X/data </span></span>
 <span><span class="co">#&gt;   dimensions: soma_dim_0, soma_dim_1 </span></span>
 <span><span class="co">#&gt;   attributes: soma_data</span></span></code></pre></div>
 <p>This returns a <code>SOMASparseNDArray</code>. As we did before, we can inspect the array’s schema:</p>
diff --git a/articles/soma-reading.html b/articles/soma-reading.html
index f8b2dcfbdf..10de6d31cc 100644
--- a/articles/soma-reading.html
+++ b/articles/soma-reading.html
@@ -26,7 +26,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -307,7 +307,7 @@ <h2 id="soma-sparsendarray">SOMA SparseNDArray<a class="anchor" aria-label="anch
 <code class="sourceCode R"><span><span class="va">counts</span> <span class="op">&lt;-</span> <span class="va">experiment</span><span class="op">$</span><span class="va">ms</span><span class="op">$</span><span class="fu">get</span><span class="op">(</span><span class="st">"RNA"</span><span class="op">)</span><span class="op">$</span><span class="va">X</span><span class="op">$</span><span class="fu">get</span><span class="op">(</span><span class="st">"counts"</span><span class="op">)</span></span>
 <span><span class="va">counts</span></span></code></pre></div>
 <pre><code><span><span class="co">## &lt;SOMASparseNDArray&gt;</span></span>
-<span><span class="co">##   uri: file:///tmp/RtmpDFNrY8/soma-exp-pbmc-small/ms/RNA/X/counts </span></span>
+<span><span class="co">##   uri: file:///tmp/RtmpsKhMSn/soma-exp-pbmc-small/ms/RNA/X/counts </span></span>
 <span><span class="co">##   dimensions: soma_dim_0, soma_dim_1 </span></span>
 <span><span class="co">##   attributes: soma_data</span></span></code></pre>
 <p>Similar to <code>SOMADataFrame</code>, we can load the data into memory as an Arrow Table:</p>
diff --git a/authors.html b/authors.html
index 78068136c9..a5b31f9997 100644
--- a/authors.html
+++ b/authors.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -86,13 +86,13 @@ <h2 id="citation">Citation</h2>
 
       <p>Wolen A, Eddelbuettel D, Hoffman P, Kerl J (2024).
 <em>tiledbsoma: 'TileDB' Stack of Matrices, Annotated ('SOMA')</em>.
-R package version 1.11.1, <a href="https://github.com/single-cell-data/TileDB-SOMA" class="external-link">https://github.com/single-cell-data/TileDB-SOMA</a>. 
+R package version 1.11.2, <a href="https://github.com/single-cell-data/TileDB-SOMA" class="external-link">https://github.com/single-cell-data/TileDB-SOMA</a>. 
 </p>
       <pre>@Manual{,
   title = {tiledbsoma: 'TileDB' Stack of Matrices, Annotated ('SOMA')},
   author = {Aaron Wolen and Dirk Eddelbuettel and Paul Hoffman and John Kerl},
   year = {2024},
-  note = {R package version 1.11.1},
+  note = {R package version 1.11.2},
   url = {https://github.com/single-cell-data/TileDB-SOMA},
 }</pre>
     </div>
diff --git a/index.html b/index.html
index ebf58dd1c8..81b91a2745 100644
--- a/index.html
+++ b/index.html
@@ -26,7 +26,7 @@
     
     <a class="navbar-brand me-2" href="index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/news/index.html b/news/index.html
index 66ac3a2fe1..c340e2e4cb 100644
--- a/news/index.html
+++ b/news/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -56,6 +56,12 @@ <h6 class="dropdown-header" data-toc-skip>SOMA Configuration</h6>
       <small>Source: <a href="https://github.com/single-cell-data/TileDB-SOMA/blob/HEAD/NEWS.md" class="external-link"><code>NEWS.md</code></a></small>
     </div>
 
+    <div class="section level2">
+<h2 class="pkg-version" data-toc-text="1.11.2" id="tiledbsoma-1112">tiledbsoma 1.11.2<a class="anchor" aria-label="anchor" href="#tiledbsoma-1112"></a></h2>
+<div class="section level3">
+<h3 id="changes-1-11-2">Changes<a class="anchor" aria-label="anchor" href="#changes-1-11-2"></a></h3>
+<ul><li>New <code>reopen</code> method available from R</li></ul></div>
+</div>
     <div class="section level2">
 <h2 class="pkg-version" data-toc-text="1.11.1" id="tiledbsoma-1111">tiledbsoma 1.11.1<a class="anchor" aria-label="anchor" href="#tiledbsoma-1111"></a></h2>
 <div class="section level3">
@@ -81,6 +87,7 @@ <h3 id="changes-1-11-0">Changes<a class="anchor" aria-label="anchor" href="#chan
 <li>Have <code>SOMADataFrame$shape()</code> throw a not-yet-implemented error</li>
 <li>Disable running <code><a href="https://mojaveazure.github.io/seurat-object/reference/dot-CalcN.html" class="external-link">SeuratObject::.CalcN()</a></code> when outgesting from SOMA to <code>Seurat</code>
 </li>
+<li>Clear timestamp when using <code>$reopen()</code> to reopen at the current time</li>
 </ul></div>
 </div>
     <div class="section level2">
diff --git a/pkgdown.yml b/pkgdown.yml
index 936b3b5e0e..889753ecaf 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -6,5 +6,5 @@ articles:
   soma-objects: soma-objects.html
   soma-reading: soma-reading.html
   UsingPlatformConfig: UsingPlatformConfig.html
-last_built: 2024-05-14T17:01Z
+last_built: 2024-05-21T21:40Z
 
diff --git a/reference/BlockwiseReadIterBase.html b/reference/BlockwiseReadIterBase.html
index 83c1e48338..1df4f26df1 100644
--- a/reference/BlockwiseReadIterBase.html
+++ b/reference/BlockwiseReadIterBase.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/BlockwiseSparseReadIter.html b/reference/BlockwiseSparseReadIter.html
index 5e02ec01ac..d10a05ff94 100644
--- a/reference/BlockwiseSparseReadIter.html
+++ b/reference/BlockwiseSparseReadIter.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/BlockwiseTableReadIter.html b/reference/BlockwiseTableReadIter.html
index 79c86c375a..0e25a90633 100644
--- a/reference/BlockwiseTableReadIter.html
+++ b/reference/BlockwiseTableReadIter.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ConfigList.html b/reference/ConfigList.html
index 42f8ed162f..6f7d02cf6e 100644
--- a/reference/ConfigList.html
+++ b/reference/ConfigList.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/CoordsStrider.html b/reference/CoordsStrider.html
index 13538cbe5d..a679881045 100644
--- a/reference/CoordsStrider.html
+++ b/reference/CoordsStrider.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/EphemeralCollection.html b/reference/EphemeralCollection.html
index 3380fcad5f..81124c352f 100644
--- a/reference/EphemeralCollection.html
+++ b/reference/EphemeralCollection.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/EphemeralCollectionBase.html b/reference/EphemeralCollectionBase.html
index f4de063f06..c6811f6814 100644
--- a/reference/EphemeralCollectionBase.html
+++ b/reference/EphemeralCollectionBase.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/EphemeralExperiment.html b/reference/EphemeralExperiment.html
index a217e98b7d..a52f01e0a2 100644
--- a/reference/EphemeralExperiment.html
+++ b/reference/EphemeralExperiment.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/EphemeralMeasurement.html b/reference/EphemeralMeasurement.html
index 8ae102b08f..5dce358998 100644
--- a/reference/EphemeralMeasurement.html
+++ b/reference/EphemeralMeasurement.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
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@@ -10,7 +10,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/SOMASparseNDArrayRead.html b/reference/SOMASparseNDArrayRead.html
index 5500e80209..43b537f1cb 100644
--- a/reference/SOMASparseNDArrayRead.html
+++ b/reference/SOMASparseNDArrayRead.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/SOMASparseNDArrayReadBase.html b/reference/SOMASparseNDArrayReadBase.html
index fba3ede3e0..51a2958a43 100644
--- a/reference/SOMASparseNDArrayReadBase.html
+++ b/reference/SOMASparseNDArrayReadBase.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/SOMATileDBContext.html b/reference/SOMATileDBContext.html
index aff58c819b..4f2ebb4bd3 100644
--- a/reference/SOMATileDBContext.html
+++ b/reference/SOMATileDBContext.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ScalarMap.html b/reference/ScalarMap.html
index e52c59a34b..f8c5aced00 100644
--- a/reference/ScalarMap.html
+++ b/reference/ScalarMap.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/SparseReadIter.html b/reference/SparseReadIter.html
index 451c437702..98a63df7c2 100644
--- a/reference/SparseReadIter.html
+++ b/reference/SparseReadIter.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/TableReadIter.html b/reference/TableReadIter.html
index 41428120a8..987dd5de32 100644
--- a/reference/TableReadIter.html
+++ b/reference/TableReadIter.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/TileDBArray.html b/reference/TileDBArray.html
index 826e7ba96e..49216058e1 100644
--- a/reference/TileDBArray.html
+++ b/reference/TileDBArray.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/TileDBCreateOptions.html b/reference/TileDBCreateOptions.html
index ac40dbfc1f..10f96d379a 100644
--- a/reference/TileDBCreateOptions.html
+++ b/reference/TileDBCreateOptions.html
@@ -16,7 +16,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/TileDBGroup.html b/reference/TileDBGroup.html
index 4dc191f1bb..8cb5dbea3c 100644
--- a/reference/TileDBGroup.html
+++ b/reference/TileDBGroup.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/TileDBObject.html b/reference/TileDBObject.html
index 668b48bc44..78172e11c8 100644
--- a/reference/TileDBObject.html
+++ b/reference/TileDBObject.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -171,7 +171,7 @@ <h4 id="returns-1">Returns<a class="anchor" aria-label="anchor" href="#returns-1
 <h3 id="method-reopen-">Method <code>reopen()</code><a class="anchor" aria-label="anchor" href="#method-reopen-"></a></h3>
 <p>Close and reopen the TileDB object in a new mode</p><div class="section">
 <h4 id="usage-4">Usage<a class="anchor" aria-label="anchor" href="#usage-4"></a></h4>
-<p></p><div class="r"><div class="sourceCode"><pre><code><span><span class="va">TileDBObject</span><span class="op">$</span><span class="fu">reopen</span><span class="op">(</span>mode <span class="op">=</span> <span class="cn">NULL</span>, force <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span></span></code></pre></div><p></p></div>
+<p></p><div class="r"><div class="sourceCode"><pre><code><span><span class="va">TileDBObject</span><span class="op">$</span><span class="fu">reopen</span><span class="op">(</span>mode <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></code></pre></div><p></p></div>
 </div>
 
 <div class="section">
@@ -182,11 +182,6 @@ <h4 id="arguments-1">Arguments<a class="anchor" aria-label="anchor" href="#argum
 </ul><p>By default, reopens in the opposite mode of the current mode</p></dd>
 
 
-<dt><code>force</code></dt>
-<dd><p>Force a close/reopen cycle; by default, if <code>mode</code> is
-<code>self$mode()</code>, <code>reopen()</code> does nothing</p></dd>
-
-
 </dl><p></p></div>
 </div>
 <div class="section">
diff --git a/reference/example-datasets.html b/reference/example-datasets.html
index 8e4d533312..b1a92b9e62 100644
--- a/reference/example-datasets.html
+++ b/reference/example-datasets.html
@@ -18,7 +18,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/index.html b/reference/index.html
index 8e2f7cb466..554b82bdd5 100644
--- a/reference/index.html
+++ b/reference/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/matrixZeroBasedView.html b/reference/matrixZeroBasedView.html
index c460bce248..58f0586301 100644
--- a/reference/matrixZeroBasedView.html
+++ b/reference/matrixZeroBasedView.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/set_log_level.html b/reference/set_log_level.html
index d101720194..247a80d661 100644
--- a/reference/set_log_level.html
+++ b/reference/set_log_level.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/show_package_versions.html b/reference/show_package_versions.html
index 45e242f098..518729354c 100644
--- a/reference/show_package_versions.html
+++ b/reference/show_package_versions.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/tiledbsoma_stats.html b/reference/tiledbsoma_stats.html
index 36f67af5cd..b940adcfc4 100644
--- a/reference/tiledbsoma_stats.html
+++ b/reference/tiledbsoma_stats.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma.Seurat.html b/reference/write_soma.Seurat.html
index df0a488ee5..7e48c0e234 100644
--- a/reference/write_soma.Seurat.html
+++ b/reference/write_soma.Seurat.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma.SingleCellExperiment.html b/reference/write_soma.SingleCellExperiment.html
index d06c73eac8..be612ff7d0 100644
--- a/reference/write_soma.SingleCellExperiment.html
+++ b/reference/write_soma.SingleCellExperiment.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma.SummarizedExperiment.html b/reference/write_soma.SummarizedExperiment.html
index d56d94388c..cd1716fb76 100644
--- a/reference/write_soma.SummarizedExperiment.html
+++ b/reference/write_soma.SummarizedExperiment.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma.html b/reference/write_soma.html
index deb005fabd..b303f6198a 100644
--- a/reference/write_soma.html
+++ b/reference/write_soma.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma_objects.html b/reference/write_soma_objects.html
index a0bf0dea2d..5c12813ad0 100644
--- a/reference/write_soma_objects.html
+++ b/reference/write_soma_objects.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/write_soma_seurat_sub.html b/reference/write_soma_seurat_sub.html
index b7f43adffc..14b80a86f6 100644
--- a/reference/write_soma_seurat_sub.html
+++ b/reference/write_soma_seurat_sub.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">tiledbsoma</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.1</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.11.2</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/search.json b/search.json
index 0dc259aa40..44abc545c4 100644
--- a/search.json
+++ b/search.json
@@ -1 +1 @@
-[{"path":"/articles/UsingPlatformConfig.html","id":"advanced-schema-configuration","dir":"Articles","previous_headings":"","what":"Advanced schema configuration","title":"Using PlatformConfig","text":"Default schema-level TileDB parameters set useful users. particular needs use-cases, though, can use PlatformConfig options override default schema parameters. can passed SOMADataFrameCreate, SOMASparseNDArrayCreate, et al. Coming soon: advice connect from_seurat.","code":"platform_config <- PlatformConfig$new() platform_config$set('tiledb', 'create', 'dataframe_dim_zstd_level', 8) platform_config$set('tiledb', 'create', 'sparse_nd_array_dim_zstd_level', 9) platform_config$set('tiledb', 'create', 'tile_order', 'ROW_MAJOR') platform_config$set('tiledb', 'create', 'cell_order', 'ROW_MAJOR') platform_config$set('tiledb', 'create', 'dims', list(   soma_dim_0 = list(filters = list(list(name=\"ZSTD\", COMPRESSION_LEVEL=9)), tile=100000),   soma_dim_1 = list(filters = list(list(name=\"ZSTD\", COMPRESSION_LEVEL=9)), tile=100000), )) platform_config$set('tiledb', 'create', 'attrs', list(   soma_data_a = list(filters = list(\"RLE\")) )) tdco <- TileDBCreateOptions$new(platform_config)"},{"path":"/articles/soma-experiment-queries.html","id":"overview","dir":"Articles","previous_headings":"","what":"Overview","title":"Querying a SOMA experiment","text":"notebook, ’ll take quick look query SOMAExperiment using SOMAExperimentAxisQuery class. allows easy selection data SOMAMeasurement filtering annotations stored axis data frame (.e., obs var).","code":"library(tiledbsoma)"},{"path":"/articles/soma-experiment-queries.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"Querying a SOMA experiment","text":"Load bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return SOMAExperiment object.","code":"experiment <- load_dataset(\"soma-exp-pbmc-small\") experiment #> <SOMAExperiment> #>   uri: /tmp/RtmpnqVCu1/soma-exp-pbmc-small  #>   arrays: obs  #>   groups: ms"},{"path":"/articles/soma-experiment-queries.html","id":"querying-basics","dir":"Articles","previous_headings":"","what":"Querying basics","title":"Querying a SOMA experiment","text":"perform query ’ll need initialize new SOMAExperimentAxisQuery object, specifying SOMAExperiment SOMAMeasurement within experiment want query. can see current experiment contains single measurement: \"RNA\". Now can construct query object. ’s created, can use query object inspect, select, extract filtered data experiment. example, can use n_obs n_vars determine number observations variables passed filtering criteria. Since didn’t specify filtering criteria, numbers match full size experiment. Number observations: Number variables: can also extract data component experiment. ’ll read obs data frame query using obs() returns iterator arrow::Table. iterator useful data large load memory allowing stream data chunks. applies var() well. load data memory can concatenate chunks iterator shown . reminder arrow:Table can easily cast tibble Alternatively, can use iterator, retrieves data chunks smaller soma.init_buffer_bytes context field. can use iterator’s method $read_next() load chunk memory. example full obs table relatively small fits one chunk. bigger SOMADataFrame can check iteration finished checking logical $read_complete(). demonstrate creating new iterator. can also access expression via X(). Similarly obs() var(), X() intended iteration, case access two different iterators, thus X() returns reader gives access iterator arrow::Table one Matrix::sparse_matrix. Let’s take look Arrow Table iterator: obs example data small enough fit one chunk. bigger data can user iterator$read_complete() check status iteration iterator$concat() concatenate rest chunks. iterator Matrix::sparse_matrix works way. Keep mind matrix format dgTMatrix memory-efficient format type can easily iterated. importantly, resulting object “view” full matrix original shape indexes data corresponding query coordinates filters (see section ).","code":"experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpnqVCu1/soma-exp-pbmc-small/ms  #>   groups: RNA query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\" ) query$n_obs #> [1] 80 query$n_vars #> [1] 230 iterator <- query$obs() obs <- iterator$concat() obs #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> obs$to_data_frame() #> # A tibble: 80 × 9 #>    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents #>          <int> <chr>            <dbl>        <int> <chr>           <chr>         #>  1           0 SeuratProj…         70           47 0               A             #>  2           1 SeuratProj…         85           52 0               A             #>  3           2 SeuratProj…         87           50 1               B             #>  4           3 SeuratProj…        127           56 0               A             #>  5           4 SeuratProj…        173           53 0               A             #>  6           5 SeuratProj…         70           48 0               A             #>  7           6 SeuratProj…         64           36 0               A             #>  8           7 SeuratProj…         72           45 0               A             #>  9           8 SeuratProj…         52           36 0               A             #> 10           9 SeuratProj…        100           41 0               A             #> # ℹ 70 more rows #> # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> iterator <- query$obs() iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator <- experiment$obs$read() iterator$read_complete() #> [1] FALSE iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator$read_complete() #> [1] TRUE reader <- query$X(layer_name = \"counts\") table_irerator <- reader$tables() table_irerator$read_next() #> Table #> 4456 rows x 3 columns #> $soma_dim_0 <int64 not null> #> $soma_dim_1 <int64 not null> #> $soma_data <double not null> reader <- query$X(layer_name = \"counts\") iterator <- reader$sparse_matrix() str(iterator$read_next()) #> Formal class 'dgTMatrix' [package \"Matrix\"] with 6 slots #>   ..@ i       : int [1:4456] 0 0 0 0 0 0 0 0 0 0 ... #>   ..@ j       : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... #>   ..@ Dim     : int [1:2] 80 230 #>   ..@ Dimnames:List of 2 #>   .. ..$ : NULL #>   .. ..$ : NULL #>   ..@ x       : num [1:4456] 1 1 3 1 1 4 1 5 1 1 ... #>   ..@ factors : list()"},{"path":"/articles/soma-experiment-queries.html","id":"adding-filters","dir":"Articles","previous_headings":"","what":"Adding filters","title":"Querying a SOMA experiment","text":"Adding filters requires creating SOMAAxisQuery object allows define coordinates, value filters, axis. ’ll create query obs slices first 40 rows, filters subset based nCount_RNA column. apply filter ’ll pass new SOMAExperimentAxisQuery object. Let’s see many observations query identified. , can load obs data frame memory now includes filtered observations. well X matrix two different formats: arrow::Table Matrix::sparse_matrix dgTMatrix format. re-indexed re-shaped sparse matrix see section .","code":"obs_query <- SOMAAxisQuery$new(   coords = list(soma_joinid = 0:39),   value_filter = \"nCount_RNA > 100\" ) query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\",   obs_query = obs_query ) query$n_obs #> [1] 26 obs <- query$obs(column_names = c(\"obs_id\", \"nCount_RNA\"))$concat() obs$to_data_frame() #> # A tibble: 26 × 2 #>    obs_id         nCount_RNA #>    <chr>               <dbl> #>  1 TGACTGGATTCTCA        127 #>  2 AGTCAGACTGCACA        173 #>  3 AGAGATGATCTCGC        191 #>  4 GGGTAACTCTAGTG        101 #>  5 CTAAACCTGTGCAT        168 #>  6 TTGGTACTGAATCC        135 #>  7 TACATCACGCTAAC        109 #>  8 TTACCATGAATCGC        298 #>  9 ATAGGAGAAACAGA        406 #> 10 GCGCACGACTTTAC        213 #> # ℹ 16 more rows query$X(\"counts\")$tables()$concat() #> Table #> 1485 rows x 3 columns #> $soma_dim_0 <int64 not null> #> $soma_dim_1 <int64 not null> #> $soma_data <double not null> str(query$X(\"counts\")$sparse_matrix()$concat()) #> Formal class 'dgTMatrix' [package \"Matrix\"] with 6 slots #>   ..@ i       : int [1:1485] 3 3 3 3 3 3 3 3 3 3 ... #>   ..@ j       : int [1:1485] 8 11 22 30 31 32 33 34 37 38 ... #>   ..@ Dim     : int [1:2] 80 230 #>   ..@ Dimnames:List of 2 #>   .. ..$ : NULL #>   .. ..$ : NULL #>   ..@ x       : num [1:1485] 13 1 6 5 2 1 2 2 1 1 ... #>   ..@ factors : list()"},{"path":"/articles/soma-experiment-queries.html","id":"export-to-an-annotated-re-indexed-sparse-matrix","dir":"Articles","previous_headings":"","what":"Export to an annotated re-indexed sparse matrix","title":"Querying a SOMA experiment","text":"component queried SOMAExperiment can exported [sparse matrix][Matrix::sparseMatrix-class] using to_sparse_matrix() method. example, let’s create sparse matrix filtered expression data. ’ll create new query returns smaller subset data make output easier read. indicate want access \"counts\" layer \"X\" collection. default, dimensions named using soma_joinid values unique observation variable. However, dimension names can come column obs var arrays uniquely identifies record. expression matrix makes sense name dimensions using cell barcodes gene names, stored obs_id var_id columns, respectively. can use method SOMAExperiment’s collections. Let’s access t-SNE coordinates stored obsm collection’s X_tsne layer, populating row names cell barcodes.","code":"query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\",   obs_query = SOMAAxisQuery$new(coords = 0:9),   var_query = SOMAAxisQuery$new(coords = 0:9) ) query$to_sparse_matrix(   collection = \"X\",   layer = \"counts\" ) #> 10 x 10 sparse Matrix of class \"dgTMatrix\" #>   [[ suppressing 10 column names '0', '1', '2' ... ]] #>                        #> 0 . 1 . . . 1 . .  3 . #> 1 . . . 1 . . . .  7 . #> 2 . . . . . . . . 11 . #> 3 . . . . . . . . 13 . #> 4 . . . 1 . . . .  3 . #> 5 . . . 1 . . . .  4 . #> 6 . . . . . . . .  6 . #> 7 . . . 1 . . . .  4 . #> 8 . . . . . . . .  2 . #> 9 . 1 . . . . . . 21 . query$to_sparse_matrix(   collection = \"X\",   layer = \"counts\",   obs_index = \"obs_id\",   var_index = \"var_id\" ) #> 10 x 10 sparse Matrix of class \"dgTMatrix\" #>   [[ suppressing 10 column names 'MS4A1', 'CD79B', 'CD79A' ... ]] #>                                     #> ATGCCAGAACGACT . 1 . . . 1 . .  3 . #> CATGGCCTGTGCAT . . . 1 . . . .  7 . #> GAACCTGATGAACC . . . . . . . . 11 . #> TGACTGGATTCTCA . . . . . . . . 13 . #> AGTCAGACTGCACA . . . 1 . . . .  3 . #> TCTGATACACGTGT . . . 1 . . . .  4 . #> TGGTATCTAAACAG . . . . . . . .  6 . #> GCAGCTCTGTTTCT . . . 1 . . . .  4 . #> GATATAACACGCAT . . . . . . . .  2 . #> AATGTTGACAGTCA . 1 . . . . . . 21 . query$to_sparse_matrix(   collection = \"obsm\",   layer = \"X_tsne\",   obs_index = \"obs_id\" ) #> 10 x 2 sparse Matrix of class \"dgTMatrix\" #>                          0           1 #> ATGCCAGAACGACT   0.8675977  -8.1007483 #> CATGGCCTGTGCAT  -7.3925306  -8.7717451 #> GAACCTGATGAACC -28.2064258   0.2410102 #> TGACTGGATTCTCA  16.3480689 -11.1633255 #> AGTCAGACTGCACA   1.9113998 -11.1929311 #> TCTGATACACGTGT   3.1475998  -9.9369312 #> TGGTATCTAAACAG  17.8526863  -9.8978901 #> GCAGCTCTGTTTCT  -6.4912187  -8.3874434 #> GATATAACACGCAT   1.3305297  -9.6807936 #> AATGTTGACAGTCA  16.9642732  -9.4295980"},{"path":"/articles/soma-experiment-queries.html","id":"export-to-seurat","dir":"Articles","previous_headings":"","what":"Export to Seurat","title":"Querying a SOMA experiment","text":"query object also contains methods loading results Seurat object (Seurat’s component classes). to_sparse_matrix() method, can specify obs_index var_index use naming dimensions resulting object.","code":"query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\" )  query$to_seurat(   X_layers = c(counts = \"counts\", data = \"data\"),   obs_index = \"obs_id\",   var_index = \"var_id\" ) #> An object of class Seurat  #> 230 features across 80 samples within 1 assay  #> Active assay: RNA (230 features, 0 variable features) #>  2 layers present: counts, data #>  2 dimensional reductions calculated: tsne, pca"},{"path":"/articles/soma-objects.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"SOMA objects overview","text":"Extract bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return file path extracted dataset.","code":"uri <- extract_dataset(\"soma-exp-pbmc-small\") uri #> [1] \"/tmp/RtmpZBCYVt/soma-exp-pbmc-small\""},{"path":"/articles/soma-objects.html","id":"somaexperiment","dir":"Articles","previous_headings":"","what":"SOMAExperiment","title":"SOMA objects overview","text":"SOMAExperiment class represents top-level container experiments include one measurements across set observations (e.g., cells biospecimens). always contains least two objects: obs: SOMADataFrame containing primary annotations observations. ms: SOMACollection individual measurements (.e., modalities). Open SOMAExperiment using file path inspect object: Note opening SOMAExperiment (SOMA object) returns pointer object disk. data actually read memory ’s requested. important full experiment may large fit memory. pre-defined fields within experiment can accessed using $ operator. example, access ms field: returns SOMACollection measurements. ’ll take closer look later. access obs field containing observation annotations:","code":"experiment <- SOMAExperimentOpen(uri) experiment #> <SOMAExperiment> #>   uri: /tmp/RtmpZBCYVt/soma-exp-pbmc-small  #>   arrays: obs  #>   groups: ms experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms  #>   groups: RNA experiment$obs #> <SOMADataFrame> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/obs  #>   dimensions: soma_joinid  #>   attributes: orig.ident, nCount_RNA, nFeature_RNA, RNA_snn_res.0.8, letter.idents, groups,..."},{"path":"/articles/soma-objects.html","id":"somadataframe","dir":"Articles","previous_headings":"","what":"SOMADataFrame","title":"SOMA objects overview","text":"obs field contains SOMADataFrame, multi-column table user-defined schema. schema expressed Arrow Schema, defines column names value types. example, let’s inspect schema obs: Note soma_joinid field exists every SOMADataFrame acts join key objects dataset. , SOMA object accessed, pointer returned data read memory. load data memory, call read()$concat(), returns Arrow Table easily converted data frame appending $to_data_frame(). amount data can read determined soma.init_buffer_bytes configuration parameter, , default, set 16MB column. requested data larger value error thrown. system memory, can increase parameter larger value read data . Alternatively, can use iterated reader, retrieves data chunks smaller soma.init_buffer_bytes parameter. result list Arrow Tables. can also select subset rows SOMADataFrame using coords argument. retrieve required subset disk memory. example, select first 10 rows: NOTE: coords argument 0-based. TileDB columnar format, can also select subset columns: Finally, can use value_filter retrieve subset rows match certain condition. course, can combine arguments together get data need.","code":"experiment$obs$schema() #> Schema #> soma_joinid: int64 not null #> orig.ident: string #> nCount_RNA: double #> nFeature_RNA: int32 #> RNA_snn_res.0.8: string #> letter.idents: string #> groups: string #> RNA_snn_res.1: string #> obs_id: string experiment$obs$read()$concat() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator <- experiment$obs$read() iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> experiment$obs$read(coords = 0:9)$concat() #> Table #> 10 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> experiment$obs$read(0:9, column_names = c(\"obs_id\", \"nCount_RNA\"))$concat() #> Table #> 10 rows x 2 columns #> $obs_id <large_string> #> $nCount_RNA <double> experiment$obs$read(value_filter = \"nCount_RNA > 100\")$concat() #> Table #> 62 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string>"},{"path":"/articles/soma-objects.html","id":"somacollection","dir":"Articles","previous_headings":"","what":"SOMACollection","title":"SOMA objects overview","text":"SOMACollection persistent container named SOMA objects, stored mapping string keys SOMA object values. analogous named list R. ms member SOMAExperiment implemented SOMACollection. Let’s take look: case, one member: RNA, SOMAMeasurement. specific measurement can accessed name get() method:","code":"experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms  #>   groups: RNA experiment$ms$get(\"RNA\") #> <SOMAMeasurement> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA  #>   arrays: var  #>   groups: obsm, obsp, varm, X"},{"path":"/articles/soma-objects.html","id":"somameasurement","dir":"Articles","previous_headings":"","what":"SOMAMeasurement","title":"SOMA objects overview","text":"SOMAMeasurement unimodal container particular data type (case, RNA). contains following pre-defined fields: var: SOMADataFrame containing primary annotatinos variables (.e., features genes). X: SOMACollection 2D matrices containing feature measurements across observations. matrix within X referred layer. obsm/varm: SOMACollection 2D matrices containing derived results observations/features. Typically used store dimensionality reduction results. obsp/varp: SOMACollection 2D pairwise matrices containing derived results observations/features. Typically used store graphs pairwise relationships.","code":""},{"path":"/articles/soma-objects.html","id":"somasparsendarray","dir":"Articles","previous_headings":"","what":"SOMASparseNDArray","title":"SOMA objects overview","text":"matrix-like data structures contained within SOMAMeasurement’s pre-defined fields represented SOMASparseNDArray objects. SOMASparseNDArray sparse, N-dimensional array, offset (zero-based) integer indexing dimension, user-defined schema, includes: element type, expressed Arrow type, indicating type data contained within array, shape array, .e., number dimensions length dimension. disk, sparse array encodes non-zero records. Elements explicitly stored assumed zeros. Let’s take look X data matrices within RNA measurement: collection contains 3 layers corresponding raw, normalized, scaled slots original Seurat object. X layers can accessed using get(): returns SOMASparseNDArray. , can inspect array’s schema: see two dimensions (soma_dim_0 soma_dim_1) soma_data attribute type double. Let’s look shape: can get number non-zero elements calling nnz(): Let’s load data sparse matrix memory: Note: reading full matrix memory subsetting first 5 rows 10 columns truncate output. uses zero-based underlying representation access accesses one-based view sparse matrix functionality package Matrix imposes . Similarly SOMADataFrames, read() method can define coordinates slice obtain subset matrix disk:","code":"X <- experiment$ms$get(\"RNA\")$X X #> <SOMACollection> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA/X  #>   arrays: counts, data, scale_data X_data <- X$get(\"data\") X_data #> <SOMASparseNDArray> #>   uri: file:///tmp/RtmpZBCYVt/soma-exp-pbmc-small/ms/RNA/X/data  #>   dimensions: soma_dim_0, soma_dim_1  #>   attributes: soma_data X_data$schema() #> Schema #> soma_dim_0: int64 not null #> soma_dim_1: int64 not null #> soma_data: double not null X_data$shape() #> integer64 #> [1] 80  230 X_data$nnz() #> [1] 4456 X_data$read()$sparse_matrix()$concat()[1:5, 1:10] #> 5 x 10 sparse Matrix of class \"dgTMatrix\" #>                                                      #> [1,] . 4.968821 . .        . 4.968821 . . 6.062788 . #> [2,] . .        . 4.776153 . .        . . 6.714813 . #> [3,] . .        . .        . .        . . 7.143118 . #> [4,] . .        . .        . .        . . 6.932079 . #> [5,] . .        . 4.074201 . .        . . 5.161411 . X_data$read(coords = list(soma_dim_0 = 0:4, soma_dim_1 = 0:9))$sparse_matrix()$concat() #> 80 x 230 sparse Matrix of class \"dgTMatrix\" #>                                                                                 #>  [1,] . 4.968821 . .        . 4.968821 . . 6.062788 . . . . . . . . . . . . . . #>  [2,] . .        . 4.776153 . .        . . 6.714813 . . . . . . . . . . . . . . #>  [3,] . .        . .        . .        . . 7.143118 . . . . . . . . . . . . . . #>  [4,] . .        . .        . .        . . 6.932079 . . . . . . . . . . . . . . #>  [5,] . .        . 4.074201 . .        . . 5.161411 . . . . . . . . . . . . . . #>  [6,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [7,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [8,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [9,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [10,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [11,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [12,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [13,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [14,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [15,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [16,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [17,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [18,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [19,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [20,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [21,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [22,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [23,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [24,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [25,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [26,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [27,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [28,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [29,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [30,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [31,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [32,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [33,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [34,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [35,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [36,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [37,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [38,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [39,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [40,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [41,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [42,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [43,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [44,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [45,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [46,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [47,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [48,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [49,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [50,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [51,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [52,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [53,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [54,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [55,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [56,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [57,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [58,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [59,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [60,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [61,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [62,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [63,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [64,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [65,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [66,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [67,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [68,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [69,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [70,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [71,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [72,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [73,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [74,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [75,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [76,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [77,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [78,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [79,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [80,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                   #>  [1,] . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . ."},{"path":"/articles/soma-reading.html","id":"overview","dir":"Articles","previous_headings":"","what":"Overview","title":"Reading from SOMA objects","text":"tutorial ’ll learn read data various SOMA objects. assume familiarity SOMA objects, recommended go vignette(\"soma-objects\") first. core feature SOMA ability read subsets data disk memory slices. SOMA uses Apache Arrow intermediate -memory storage. , slices can converted native R objects, like data frames matrices.","code":"library(tiledbsoma)"},{"path":"/articles/soma-reading.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"Reading from SOMA objects","text":"Load bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return SOMAExperiment object. small dataset easily fits memory, ’ll focus operations can easily scale larger datasets well.","code":"experiment <- load_dataset(\"soma-exp-pbmc-small\")"},{"path":"/articles/soma-reading.html","id":"soma-dataframe","dir":"Articles","previous_headings":"","what":"SOMA DataFrame","title":"Reading from SOMA objects","text":"’ll start obs dataframe. Simply calling read()$concat() method load data memory Arrow Table. easily converted data.frame using Arrow’s methods:","code":"obs <- experiment$obs obs$read()$concat() ## Table ## 80 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read()$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr>"},{"path":"/articles/soma-reading.html","id":"slicing","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Slicing","title":"Reading from SOMA objects","text":"Slices data can read passing coordinates read() method. , let’s take look schema obs: SOMA object, can slice across indexed column (“dimension” TileDB parlance). can use dimnames() retrieve names SOMA object’s indexed dimensions: case, single dimension called soma_joinid. schema can see contains integers. Let’s look ways slice dataframe. Select single row: Select multiple, non-contiguous rows: Select multiple, contiguous rows:","code":"obs$schema() ## Schema ## soma_joinid: int64 not null ## orig.ident: string ## nCount_RNA: double ## nFeature_RNA: int32 ## RNA_snn_res.0.8: string ## letter.idents: string ## groups: string ## RNA_snn_res.1: string ## obs_id: string obs$dimnames() ## [1] \"soma_joinid\" obs$read(coords = 0)$concat() ## Table ## 1 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read(coords = c(0, 2))$concat() ## Table ## 2 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read(coords = 0:4)$concat() ## Table ## 5 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string>"},{"path":"/articles/soma-reading.html","id":"selecting-columns","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Selecting columns","title":"Reading from SOMA objects","text":"TileDB columnar format, possible select subset columns read using column_names argument:","code":"obs$read(coords = 0:4, column_names = c(\"obs_id\", \"groups\"))$concat() ## Table ## 5 rows x 2 columns ## $obs_id <large_string> ## $groups <large_string>"},{"path":"/articles/soma-reading.html","id":"filtering","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Filtering","title":"Reading from SOMA objects","text":"addition slicing coordinates can also apply filters data using value_filter argument. expressions pushed TileDB engine efficiently applied data disk. examples. Identify cells \"g1\" group: Identify cells \"g1\" \"g2\" group: Altenratively, can use %% operator: Identify cells \"g1\" group 60 features:","code":"obs$read(value_filter = \"groups == 'g1'\")$concat()$to_data_frame() ## # A tibble: 44 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           1 SeuratProj…         85           52 0               A             ##  2           5 SeuratProj…         70           48 0               A             ##  3           6 SeuratProj…         64           36 0               A             ##  4           7 SeuratProj…         72           45 0               A             ##  5           8 SeuratProj…         52           36 0               A             ##  6           9 SeuratProj…        100           41 0               A             ##  7          11 SeuratProj…        191           61 0               A             ##  8          15 SeuratProj…        168           44 0               A             ##  9          17 SeuratProj…        135           45 0               A             ## 10          18 SeuratProj…         79           43 0               A             ## # ℹ 34 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups == 'g1' | groups == 'g2'\")$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups %in% c('g1', 'g2')\")$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups == 'g1' & nFeature_RNA > 60\")$concat()$to_data_frame() ## # A tibble: 20 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1          11 SeuratProj…        191           61 0               A             ##  2          20 SeuratProj…        298           65 1               B             ##  3          21 SeuratProj…        406           74 1               B             ##  4          24 SeuratProj…        463           77 1               B             ##  5          29 SeuratProj…        353           80 1               B             ##  6          50 SeuratProj…        371           75 1               B             ##  7          54 SeuratProj…        443           77 1               B             ##  8          55 SeuratProj…        417           75 0               A             ##  9          56 SeuratProj…        502           81 1               B             ## 10          57 SeuratProj…        324           76 1               B             ## 11          59 SeuratProj…        443           81 0               A             ## 12          60 SeuratProj…        787           88 0               A             ## 13          61 SeuratProj…        612           69 1               B             ## 14          62 SeuratProj…        286           68 0               A             ## 15          63 SeuratProj…        462           86 1               B             ## 16          64 SeuratProj…        872           96 1               B             ## 17          67 SeuratProj…        328           72 1               B             ## 18          68 SeuratProj…        389           73 1               B             ## 19          69 SeuratProj…        754           83 0               A             ## 20          79 SeuratProj…        233           76 1               B             ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr>"},{"path":"/articles/soma-reading.html","id":"soma-sparsendarray","dir":"Articles","previous_headings":"","what":"SOMA SparseNDArray","title":"Reading from SOMA objects","text":"SOMASparseNDArray, let’s consider X layer containing \"counts\" data: Similar SOMADataFrame, can load data memory Arrow Table: [Matrix::sparseMatrix()]:","code":"counts <- experiment$ms$get(\"RNA\")$X$get(\"counts\") counts ## <SOMASparseNDArray> ##   uri: file:///tmp/RtmpDFNrY8/soma-exp-pbmc-small/ms/RNA/X/counts  ##   dimensions: soma_dim_0, soma_dim_1  ##   attributes: soma_data counts$read()$tables()$concat() ## Table ## 4456 rows x 3 columns ## $soma_dim_0 <int64 not null> ## $soma_dim_1 <int64 not null> ## $soma_data <double not null> counts$read()$sparse_matrix()$concat() ## 80 x 230 sparse Matrix of class \"dgTMatrix\" ##                                                                                 ##  [1,] . 1  .   . .  1 . .  3 . . 1 . . . . . . . . . .  1 . . . .  . . .  4 . . ##  [2,] . .  .   1 .  . . .  7 . . . . . . . . . . . . 1  1 . 2 . 1  . . .  4 3 1 ##  [3,] . .  .   . .  . . . 11 . . 1 . . . . . . . . . .  . 1 . . .  . . .  4 2 . ##  [4,] . .  .   . .  . . . 13 . . 1 . . . . . . . . . .  6 . . . .  . . .  5 2 1 ##  [5,] . .  .   1 .  . . .  3 . . . . . . . . . . . . .  . . . . .  . . .  4 3 . ##  [6,] . .  .   1 .  . . .  4 . . . . 1 . . . . . . . .  2 1 . . .  . . .  4 1 1 ##  [7,] . .  .   . .  . . .  6 . . . . . . . . . . . . .  4 . . . .  . . .  3 1 1 ##  [8,] . .  .   1 .  . . .  4 . . . . . . . . . . . . .  1 1 . . .  . . .  2 3 . ##  [9,] . .  .   . .  . . .  2 . . . . . . . . . . . . .  . . . . .  . . .  2 2 . ## [10,] . 1  .   . .  . . . 21 . . 1 . . . . . . . . . .  4 . 1 . .  . . .  2 1 1 ## [11,] 2 2  .  14 3  1 3 .  2 . . . 1 . 3 . . . . 1 1 1  2 2 . 2 .  1 1 1  . . . ## [12,] 2 4  5  28 .  6 1 4  9 2 1 3 . 1 . 3 1 1 . . . .  . . 1 2 4  . . .  . . . ## [13,] 4 3  2  18 2  2 . 1  2 . 1 2 1 . 1 . . . . . 1 .  4 . 1 1 . 15 . .  . . . ## [14,] 4 3  2   7 4  2 . 1  4 1 . . . 1 . 1 2 . . . 1 .  1 . . . .  . 1 .  . . . ## [15,] 2 2  5  15 .  2 2 2  4 1 . 1 . . 1 . . 1 . . . 2  . 2 2 . 1  . . .  . . . ## [16,] 3 3  8  28 .  8 . 2  . 1 . 2 . 3 1 . 1 . 1 1 . .  . . 3 . 1  . . 1  . 2 . ## [17,] 3 1  1   7 3  2 2 1  3 . 1 2 1 . . . . . 2 1 . .  4 . . 1 .  . . 1  . . . ## [18,] 4 2  5  26 3  2 1 2  6 . 1 . 2 . . 1 . 1 1 1 . 2  2 . 1 . 1 23 1 .  . . . ## [19,] 2 2  5  10 3  1 1 .  5 1 . 1 2 1 . . 1 . . . 1 1  6 1 . 1 .  . . .  . . . ## [20,] 3 5 12  16 2  2 2 1  7 . 1 . . . . 2 . 3 1 . . .  2 1 1 1 .  . . 1  . . . ## [21,] . .  .   7 .  . 1 .  1 . . . . . . . . . . . . .  3 . . . .  . . .  . . . ## [22,] . .  .  22 .  3 . 1  . . . . . . . . . . . . . .  . . . . .  . . .  . 2 . ## [23,] . .  1   . .  . 1 .  . . . 1 1 . . . . . . . . .  . . . . .  . . .  . . . ## [24,] . .  .  10 .  . . 1  1 . . . . . . . . . . . . .  . 1 . . .  . . .  . . . ## [25,] 1 .  .   6 .  . . .  1 . . . 1 . . . . . . . . .  . . . . .  . . .  1 1 . ## [26,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [27,] . .  .   4 .  1 . .  . . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [28,] . .  1   3 .  . . .  . . . . . . . . . . . . . .  . 1 . . .  . . .  . . . ## [29,] . .  .   7 .  1 . 2  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [30,] . 1  .  13 .  . . .  1 . . . 1 . . . . . . . . .  . . 1 . .  . . .  . . . ## [31,] . 1  .   . .  . . .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [32,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . 1 . . .  . . .  7 . . ## [33,] . 2  .   . .  . . .  . . . . . . . . . . . . . .  . . . 1 .  . . .  . 1 . ## [34,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  . 1 . . .  . . .  . 1 . ## [35,] . .  .   1 .  . . .  . . . 1 . . . . . . . . . .  . . . 1 .  . . .  . . . ## [36,] . .  .   . .  . . .  . . . 1 . 1 . . . . . . . .  1 . . . .  . . .  . . . ## [37,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  1 . . ## [38,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . 1 . .  . . .  . 2 . ## [39,] . .  .   . .  . . .  . . . . . 1 . . . . . . . .  4 . . . .  . . .  1 . . ## [40,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . 1 .  . . .  . . . ## [41,] . .  .   . .  . . .  . . . . . . . . . . . . . .  7 . . . .  . . .  . 1 . ## [42,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  1 . . . .  . . .  2 . . ## [43,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  3 . . . .  . . .  3 . . ## [44,] . .  .   . .  . . .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . . . ## [45,] . .  .   . .  . . .  7 . . 1 . . . . . . . . . .  6 1 1 . .  . . .  3 . . ## [46,] . .  .   1 .  . . .  1 . . . . . . . . . . . . .  1 . . 3 .  . . . 15 . . ## [47,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  1 1 . ## [48,] . .  .   1 .  . . .  1 . . . . 1 . . . . . . . .  1 . . . .  . . .  3 . . ## [49,] . .  .   . .  . . .  5 . . . . . . . . . . . . .  . . . . .  . . .  6 . . ## [50,] . .  .   . .  . . .  3 . . . . . . . . . . . . .  1 . . . .  . . .  4 1 . ## [51,] . 1  .  10 .  . . .  1 . . . . . 1 . . . . . . .  . 1 . . .  . . .  . . . ## [52,] . .  .  10 .  1 . .  2 . . . . . . . . . . . . .  1 . . . .  . . .  . 2 . ## [53,] . 1  .   4 .  1 . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [54,] . 1  .   1 .  . . 1  . . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [55,] . 2  .   6 .  2 . 1  1 . . 1 . . 1 . . . . . . 1  . . . . .  . . .  . . . ## [56,] . 2  .  28 .  . 1 .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [57,] . .  .  10 .  . . .  1 . . 1 . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [58,] . .  .  13 .  1 . 1  1 . . . 1 . . . . . . . . 1  . 1 . . .  . . .  . . . ## [59,] . 3  .   5 .  1 1 .  2 . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [60,] . .  .   8 .  . . 1  1 . . . . . . . . . . . . .  2 . 1 . .  . . .  . . . ## [61,] . .  . 108 . 21 . 3  . . . 1 . . 1 . . . . . . 2 12 . . 1 .  . . .  . 1 . ## [62,] . .  .  93 . 21 . 2  1 . . . . . . . . . . . . .  3 . 2 . .  . . .  . 1 . ## [63,] . .  .  41 .  3 . 1  . . . . . . . . . . . . . .  1 . 1 1 .  . . .  . . . ## [64,] . 4  8  42 4  5 . 4  5 . . 3 . . . 1 . . . . 1 .  3 . 1 1 .  . . 2  . . . ## [65,] . 1  . 138 . 11 . 5  . . . 1 . . 1 . . . . . . .  . . . 1 .  . . .  . . . ## [66,] . .  .  77 . 11 . 2  . . . . . . . . . . . . . 1  1 . . . .  . . .  . 1 . ## [67,] . .  .  76 . 10 . 1  . . . . . . 1 . . . . . . .  2 . . . .  . . .  . . . ## [68,] 1 .  .  15 .  1 . 1  . . . . . . . . . . . . . .  . . . . .  . . .  . 1 . ## [69,] . .  1  19 .  2 . 1  1 . . . . . . . . . . . . .  . . . 1 1  . . .  . . . ## [70,] . .  . 104 . 11 . 5  4 . . 1 . . . . . . . . . .  2 . . . .  . . .  1 1 . ## [71,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [72,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [73,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [74,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [75,] . .  .   2 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [76,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . 1 . 1  . . .  . . . ## [77,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [78,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [79,] . .  .   2 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [80,] . .  .   7 .  1 . .  . . . . 1 . . . . . . . . .  . . . 1 .  . . .  . . . ##                                                                                ##  [1,] 1  5 . 1  . 1 . . . 3 3 . 1 3 . 1 1 1 1  2 . 1 2 1 2 1  .  . .  . 1 .  . ##  [2,] .  2 . 1  1 1 5 2 2 2 3 . . 1 2 . . 2 .  . . 3 2 1 . .  .  . .  . . .  1 ##  [3,] 2  1 1 .  1 . . 1 . 1 . . 1 2 1 . 2 . .  1 1 2 2 1 . .  .  . .  . 9 .  1 ##  [4,] 2  2 . .  1 1 . 1 2 6 4 2 . 5 4 . . . .  1 2 3 3 1 2 1  .  . .  . 8 .  1 ##  [5,] .  2 . . 36 . 2 . 1 5 2 . . 2 3 . 2 1 . 54 . 2 2 . . .  .  . .  1 1 .  3 ##  [6,] 1  . 2 .  . . . 2 2 3 1 1 1 4 1 1 . . .  2 1 . 1 . . 1  .  . .  . . 1  . ##  [7,] .  1 3 1  . . 1 1 . 4 1 . . 3 3 1 . . .  1 2 . . . 2 1  .  . .  . 3 .  . ##  [8,] 1 12 2 1  . 1 1 . 2 . 2 1 1 2 4 1 . . 1  1 2 . . 1 1 .  .  . .  . 3 .  . ##  [9,] 2  . 3 1  . . . 1 3 1 1 . 1 3 2 . 1 . .  1 . 1 3 2 1 .  .  . .  . . .  . ## [10,] 1  9 . 1  . 1 1 . 1 6 1 . 1 . . . . . 1  3 1 . . . 1 .  .  . .  . 3 .  . ## [11,] .  . . .  . . . . 1 . . . . . . . . . .  1 . . . . . .  .  . .  . . .  . ## [12,] .  . . .  . . . . 1 1 1 . . 2 . . . . .  2 1 . 1 . . .  .  . .  . . .  . ## [13,] .  . 1 .  . . . . . . 1 . . 1 . . . . .  . . . . . . .  .  . .  . . 1  . ## [14,] .  . . .  . . . . . . . . . 1 . . . . .  1 . . . . . .  .  . .  2 . .  . ## [15,] .  1 . .  . . . . . . . . 1 5 . . . . .  . . 1 . . . .  1  . .  . . .  . ## [16,] .  . 1 .  . . . . . . . . 1 . . . . . .  . . 1 . . . .  1  . .  . . .  . ## [17,] .  . . .  . . . . . 2 1 . . . . . . . .  . . . . 1 . .  .  . .  . . .  2 ## [18,] .  . . .  . . . . . . 3 . . 1 1 . . . .  . . . . . . .  1  . .  1 . 1  . ## [19,] .  1 . .  . . . . . 1 1 . 1 . 1 . . . .  . . 1 . . . .  .  1 1  . . .  . ## [20,] .  . 1 .  . . 1 . . . 1 . . . 1 . . . .  . . 1 . . . .  .  . .  . . .  . ## [21,] .  1 . .  . . . . . 1 . . . . 1 1 . . .  . . . . . . .  .  . .  2 . .  . ## [22,] .  . . .  . . . . . 2 . . . . . . . . .  2 . . . . . .  .  . .  1 . .  . ## [23,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [24,] .  . . .  . . . . . 2 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [25,] .  . . .  . . . 1 . 1 3 . . 1 . . . . .  1 . 1 . 1 . .  1  . .  . . 1  . ## [26,] .  1 . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [27,] .  . . 1  . . . . . 1 . . . 1 . . . . .  . . . . 1 . .  .  . .  1 . .  . ## [28,] .  . . .  . . . . . . . . . 1 . . . . .  . . 1 . 1 . .  .  . .  . . .  . ## [29,] .  . . .  1 . . . 1 . . . . . . . . . .  . . . . . 1 .  1  . .  . . .  . ## [30,] .  1 1 .  . . . . . . 1 . . 1 . . 1 . .  3 . . . . . .  .  . .  1 . .  . ## [31,] .  2 . .  1 . . . . . . . 1 2 . . . . .  1 . . 3 . . .  1  1 . 35 . .  . ## [32,] 2  . . .  . . . . . . . . . 2 1 . . . .  . . . . . . .  .  3 . 14 2 .  . ## [33,] .  . . .  . . . . . . . . . . . . . . .  1 . . 1 . . .  .  2 . 12 . .  . ## [34,] .  . . .  . . . . . 2 . . . 2 1 . . . . 15 1 1 1 . 1 .  .  3 . 30 5 .  . ## [35,] .  . . .  1 . . . . 2 . . . . . . . . .  . . . 1 . . .  .  2 . 20 4 .  . ## [36,] .  . . .  . . . 1 . . . . . . . . 1 . .  . . . 3 . . .  .  4 . 27 . .  2 ## [37,] .  . . .  . . . . . 1 . . . . . . 1 . .  . . 1 4 . 2 .  1  8 . 28 . .  . ## [38,] .  . . 1  . . . . . . . . . 1 . . . . .  . 1 . 2 . . .  1  6 . 10 . .  . ## [39,] .  . . .  . . . . . . . . . 3 1 . . . .  . . . 1 . . .  1  1 . 25 . .  1 ## [40,] 2  . . .  . . . . . . . . 1 1 . . . . .  1 1 . 1 . . .  . 11 . 27 7 .  1 ## [41,] .  . . .  . . . . . 2 2 . . 1 1 1 . . .  2 . . 2 . . .  .  1 1 31 8 .  . ## [42,] .  1 . .  . . . . . 1 2 . . . . . . . .  1 . . 1 . 1 .  1  4 . 22 5 1  1 ## [43,] .  3 . .  . . . . . 4 . . . . 2 . . . .  3 1 1 4 . . .  1  1 2  7 5 .  1 ## [44,] .  1 . .  . . . . . . 1 . . 1 . . . . .  1 . . . . . .  1  2 1  2 . .  2 ## [45,] .  1 . .  . . . 1 . 4 . 1 . 2 1 . . . .  . . . 2 . . .  .  1 2  4 7 . 47 ## [46,] .  1 . .  . . . . 1 4 . . . . 2 . . . .  1 . . . 2 . .  .  2 . 14 1 .  . ## [47,] 2  . . .  . . . . 1 . . . . 2 . . . . .  1 . . . . . .  1  2 . 16 6 1  1 ## [48,] .  2 1 .  . . . 1 . . 1 . . 3 1 . . . .  1 . . . . . .  .  1 2  4 7 1  1 ## [49,] .  . . .  2 . . . . . . . . . 5 . . . .  . . . . . . . 39  5 . 29 6 1  1 ## [50,] .  2 1 .  . . . . . 2 . . . 1 2 . . . .  1 3 . 1 . 1 1  .  1 3  8 1 1  1 ## [51,] .  . . 1  . . . 1 . . 1 . . . . 1 . . .  . . 1 . . 1 .  .  . .  5 . .  . ## [52,] .  . . .  . 1 . . . . 1 . . 2 . . 1 . .  1 . . . 1 1 .  .  . .  3 . .  2 ## [53,] .  . . 1  . . . . . 1 . . . . . . . . .  . . . . . 1 .  .  . .  . . .  . ## [54,] .  . . .  . . . . . . 1 . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [55,] .  . 1 .  . . . . . . 1 . . 2 . . . . .  . . . . . . .  .  . .  . . .  . ## [56,] .  . . .  . . . . 2 2 . . 2 . . . . . .  1 . 1 . . . .  .  . .  . . .  . ## [57,] .  . . .  1 . . . 3 . . . . 1 . . 1 . .  . . . . . 1 .  1  . .  5 1 1  2 ## [58,] .  . . .  . . . . . 1 . . . . . 1 . . .  3 . . . . . .  .  . .  . 1 .  . ## [59,] .  . . .  1 . . . . . . . . 2 . . . . .  1 . . . . . .  .  . .  . . .  1 ## [60,] .  . . .  . . . . 1 1 1 . 1 1 . . . . .  . . 1 . . 1 .  2  . .  . . 1  . ## [61,] .  1 . .  1 . . 1 . 2 . 1 . 4 1 . . . .  . . . . . . .  3  . .  . . .  . ## [62,] .  1 . .  . . . . . . . . . . . 1 . . .  2 . 1 . 1 2 .  .  . .  1 . .  . ## [63,] .  1 . .  . . . . 1 . . . . . . . . . .  1 . 1 . . . .  .  1 .  . . .  . ## [64,] .  . . .  . . . . 1 5 2 . . 4 . . . . .  1 . . . . 2 .  2  . .  . . 1  . ## [65,] 2  1 . .  1 . . . 1 2 3 . . 2 . . . . .  3 1 4 . . . .  .  1 .  1 1 .  . ## [66,] 1  . . .  . . . . 1 2 1 . . 4 . . 1 . .  . . . . . 1 .  .  . .  3 . 1  1 ## [67,] .  . . .  1 . . . . . . . . 1 . . . . .  1 . 2 . . . .  1  . .  . . .  . ## [68,] .  1 . .  . . . . 1 1 . . . . . . . . .  5 . . . . . .  .  . .  1 . .  . ## [69,] .  . . .  . . . . . 2 . . . . . . . . . 13 . . . . 1 .  .  1 .  . . .  . ## [70,] .  . . .  2 . . . . . . . . 1 1 . . . .  2 . . 1 . . .  .  . 1  1 . .  . ## [71,] .  . . .  . . . . . 1 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [72,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [73,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  1 ## [74,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [75,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [76,] .  1 . .  . . . . . 1 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [77,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [78,] .  . . .  . . . . . . 1 . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [79,] .  . . .  . . . . . . . . . . 1 . . . .  . . . . . . .  .  . .  . . .  . ## [80,] .  . . .  . . . . 1 1 1 . . . . . . . .  . . . . . . 1  .  . .  . 1 .  . ##                                                                                ##  [1,] . .  . . . .  . . . . . 1 . . . 1  . . . . . .  .  .   1 .  1  . .  .  . ##  [2,] . 3  . . 2 .  2 . . 1 . 2 . . . .  . . . . . .  .  1   1 .  1  . .  .  . ##  [3,] . 2  . . 2 .  . . . . . 2 . . . .  . . . . 1 .  .  1   1 .  .  . .  1  . ##  [4,] . .  2 . 4 .  . . 1 . . . 1 . . .  . . . 1 . 1  .  .   . .  .  2 .  1  . ##  [5,] 1 1  . . 1 .  . 1 . . . . . . . .  . . . . 1 2  .  .   . .  .  . .  .  1 ##  [6,] . 1  . . 1 .  . . . . . 1 1 . . .  . . . . . .  .  .   1 .  .  . .  .  . ##  [7,] . 2  1 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  1 .  .  . ##  [8,] . .  . 1 . .  1 . . . . . 1 . . .  1 . . . . .  .  1   . .  .  . .  .  . ##  [9,] . .  . . . .  . . . . . 2 2 . 1 .  . . . . 1 .  .  .   1 .  1  1 .  .  . ## [10,] . 2  . . 6 .  2 . . . . 1 . . . .  . . . . . .  .  .   . .  .  . .  4  . ## [11,] . .  . . . .  . . . . . . . . . .  . 1 . . . 1  .  .   1 .  1  . .  .  . ## [12,] 1 .  . . 1 .  . 2 . . . . 2 . . 1  . . . . 1 1  .  .   4 .  .  . .  1  . ## [13,] . .  . . . .  . . . . . . 1 1 . .  . . . . . .  .  .   . .  .  . .  1  . ## [14,] . .  . . . .  . . . . . . . . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [15,] . .  . . 1 .  . . . . . . 1 . . 1  . . . . . .  .  .   . .  .  . .  1  . ## [16,] . .  . 1 1 .  . . . . 1 . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [17,] . .  . . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [18,] . .  . . 1 .  . . . . . . 1 . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [19,] . .  . . . .  . . . . . . . . . .  . . . . . 1  .  .   1 .  .  . .  1  . ## [20,] . .  . . . .  . 1 . . . 2 1 . . .  . . . . . .  .  .   . .  .  . .  1  . ## [21,] 1 .  . . . .  . . . . . . 1 . . .  . . . . . 2 18 30  50 1 10 14 3  3  4 ## [22,] . .  1 . . .  1 . 1 . . . . 1 . .  . . . . . .  5 12  29 2  6 13 2 13  7 ## [23,] . .  . . . .  1 1 . . . . . . . .  . . . . . . 25 51  25 2  5  3 .  5  1 ## [24,] . .  . . . .  1 . . . . . . . . .  . . . . . .  5 22  49 4  9 10 .  .  6 ## [25,] . .  . . 3 .  1 . . . . . 1 . . .  . . . . . . 25 85  98 1  7 16 1 11  5 ## [26,] . .  . . . .  . . . . . . . . . .  . . . . . .  6  3  11 .  1  4 .  .  1 ## [27,] . .  . . 1 .  . . . . . . . 1 . .  . . . . . . 24 54  59 1  1 13 1  2  6 ## [28,] . .  . . . .  . . . . . . . . . .  . . . . . . 40 55  28 1  2 12 .  3  4 ## [29,] . .  . . 1 .  . . . . 1 1 . . . .  . . . . . . 16 35  34 3  8 19 1  5  5 ## [30,] . .  1 . . .  . . . . . . 1 . . 1  . . . 1 . . 11 17  16 .  7 12 . 10  1 ## [31,] 4 .  . . . .  . . . . . 1 . . . 1  . . . . . .  1  .   . .  .  3 .  .  . ## [32,] 4 1  2 . 2 .  . . . . . 1 . . . 1  . . 1 . . .  .  .   . .  .  . .  1  . ## [33,] 2 .  5 . . .  1 . . 1 . . . 1 . 1  . . 1 . . .  .  .   1 .  .  4 .  .  . ## [34,] 7 2 14 1 . .  1 . . . . 1 . . . .  . . 1 . . 2  .  1   . .  .  3 .  1  2 ## [35,] 2 1  . . 1 .  . . . . . 1 . . 2 .  . . . . . 2  .  1   2 .  .  6 .  .  . ## [36,] 4 1 29 . . .  2 1 . . . . 1 . . .  . . . . . 1  1  .   . .  .  7 .  1  . ## [37,] 3 1  1 . 1 .  . . . . . . 1 . . .  . . . 2 . 1  .  1   . .  .  3 .  .  . ## [38,] 3 2  7 . . .  1 . . . . 1 1 . 3 .  . . . . . 1  .  .   1 .  1  4 .  .  . ## [39,] 2 1  5 . 1 .  1 . . . . . 2 . . .  . . . . . 1  .  .   . .  .  5 .  .  . ## [40,] 5 . 25 . 2 .  1 1 . . . 1 1 . 2 2  . . . . 1 .  .  .   . .  . 15 .  .  1 ## [41,] 2 1  . 1 1 1  1 1 1 . . . 1 . . 1  1 . 1 . . 2  .  .   . .  .  2 .  5  . ## [42,] 3 1 14 . 2 .  . 2 . . 1 1 2 1 1 1  1 . . 1 . 1  .  .   1 .  .  . .  1  . ## [43,] 1 2 27 1 1 .  2 . . 3 . 3 1 . . .  1 1 . . 1 2  .  .   1 .  .  1 .  1  . ## [44,] 1 .  3 . 1 .  1 1 . . . . 1 1 . 1  . 1 . 1 1 .  .  .   . .  .  1 .  .  . ## [45,] . 1 13 . 1 1  . 1 1 1 . 1 1 . . 1  . 1 2 1 2 2  .  .   . .  .  . .  .  . ## [46,] 2 2 17 1 2 .  . 1 . 3 . . . 1 . 1  . 2 1 . . 1  .  .   . .  .  . .  .  . ## [47,] 8 1  7 . 4 .  1 . 1 3 . . 1 . 1 1  . . . . . .  .  .   . .  1  . .  1  . ## [48,] 4 1  3 1 1 .  1 1 . . 1 7 2 1 4 .  . . 1 1 . 1  .  .   1 .  .  . .  .  . ## [49,] 5 1 16 1 2 1 17 1 . . 1 . . 1 1 1  . . . 1 . 2  .  .   . .  .  . .  1  . ## [50,] 2 1 12 . 4 1  . . . . 2 1 2 . 1 . 13 . . . 1 .  .  .   . .  2  . .  .  . ## [51,] . .  3 . 2 .  . 1 . . . . . . . .  . . . . . .  2 20  41 . 13 11 .  2  6 ## [52,] . .  1 . 1 .  . . . . . . 1 . . .  . . 1 . . 1  2  6   4 .  7 21 .  2  5 ## [53,] . .  . . . .  1 . . . . . . . . .  . . . . . .  .  1   3 .  5  2 .  2  1 ## [54,] . .  . . . .  . . . . . . . . . .  . . . . . .  4  .   3 .  1  5 .  .  1 ## [55,] . .  . . 2 .  1 . . . . . . . . .  . . . . . .  3 10  14 .  4 21 .  2  6 ## [56,] . .  . . . .  . . . . . . . . . .  . . 1 . . 2  .  4  17 1  3 13 .  1  4 ## [57,] . 1  . . 3 .  1 . . . . . 1 . . .  . . . . . 1  1  8   7 .  1 16 .  1  3 ## [58,] . .  . . 1 .  . . . . . . 1 . . .  . . . . . 1  1  6   6 .  1  9 .  1  2 ## [59,] . .  . . 3 .  2 . . . . . . . . 2  . . . . . .  2  .   9 .  2 16 .  2  4 ## [60,] . .  . . 1 .  . . . . . . 1 . . .  . . . . 1 1  .  .   6 .  . 17 .  9  5 ## [61,] . .  . 2 . .  1 1 . . . . . 1 . 1  1 . . 1 1 1  .  .  76 .  .  2 .  2  1 ## [62,] . .  1 . 2 .  . . . . . . . . . .  . . . . . .  2  .  20 .  .  8 .  2  3 ## [63,] . .  . . 3 .  . . . . . 1 1 . . 1  . . . . . .  .  1  24 .  3  6 .  .  2 ## [64,] . .  . . . .  1 1 . . . . 1 . . .  . . . . . .  2 10  79 2  1  9 1  1  5 ## [65,] 1 .  1 1 1 .  1 2 . . . . . . . 1  . . 1 . . 1  1  .  53 2  2 11 .  1 14 ## [66,] 1 .  1 . 3 .  . 2 . . . . . 1 . .  . . . . . 4  9 41  53 1  4 14 1  6 11 ## [67,] . .  . . 2 .  . . . . . . 2 1 . .  . . . . 1 .  1 11  87 1  6 10 .  1  3 ## [68,] . .  . . . .  1 . . . . . . . . .  . . . . . 1 23 32  76 1  1 10 .  3  4 ## [69,] . .  . . 4 .  . . . . . . . . . .  . . . . . .  4 17  42 .  .  6 1  2  8 ## [70,] 1 .  . . 2 .  . . . 1 . 2 . . . .  . . . . . 2  .  . 114 .  .  7 1  4  4 ## [71,] . .  8 . . .  . . . . . . . . . .  . . . . . .  .  3   3 .  .  . .  .  . ## [72,] . .  5 . . .  . . . . . . . . . .  . . . . . .  1  .   1 .  .  . .  .  . ## [73,] . .  4 . . .  . . . . . . . . . 1  . . . . . .  .  .   1 .  .  . .  .  . ## [74,] . . 10 . . .  . . . . . . . . . .  . . . 1 . .  .  .   . .  .  . .  .  . ## [75,] . . 11 . . .  . . . . . . . . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [76,] . . 30 . . .  . . . . . . . . . .  . . . . . .  1  .   . .  .  . .  .  . ## [77,] . .  8 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [78,] . .  5 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [79,] . .  9 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [80,] . .  2 . . .  . . . . . . . . . .  . . . . . .  2  7  22 .  . 14 .  6  2 ##                                                                                ##  [1,]  1  . . .  1 . . . .  1 .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ##  [2,]  1  . . .  . . . . .  . .  1 .  . .  1 1 1 . . .  .  . . . .   .  . .  . ##  [3,]  .  . . .  1 . . 1 .  . .  . .  . .  . . . . . .  .  . . 1 .   .  . .  . ##  [4,]  .  . . .  2 . . . .  . .  . 1  . .  . . . . . .  .  . . . .   .  1 .  . ##  [5,]  1  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . 1  . ##  [6,]  2  1 . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ##  [7,]  .  1 . .  . . . . .  . .  . .  1 .  . . . . . .  .  . . . 1   .  . .  1 ##  [8,]  1  . . .  . . . . .  . .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ##  [9,]  1  . . .  . . . . .  . .  . 1  . .  . . . . . .  .  . . . .   .  . .  . ## [10,]  1  1 . .  . . . . .  . .  . .  . .  1 . . . . .  .  . . . .   .  . .  . ## [11,]  1  . . .  . . . . .  . .  . .  . .  . . . . . .  3  . . . .   4  . .  1 ## [12,]  .  1 . .  . . . 1 .  . .  . 1  . .  . . . . . .  8  . . 1 .  10  4 .  4 ## [13,]  1  . . .  . . . . 1  . .  . .  . .  . . . . . .  2  . . . .   4  4 .  3 ## [14,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  2  . . . .   4  1 .  . ## [15,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . . .   8  . .  4 ## [16,]  .  1 . .  . . . . .  . .  . .  . .  . . . . . .  9  . . 4 .  23  8 .  8 ## [17,]  1  1 . .  . . . 1 .  . .  . .  . .  . . . . . .  .  . . 1 .   7  1 .  1 ## [18,]  2  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . 1 .   .  5 .  2 ## [19,]  .  . 1 .  . . . . .  . .  . .  . .  . . . . . .  1  . . . .   4  . .  2 ## [20,]  2  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . 1 .   6  1 .  4 ## [21,] 15  1 . .  2 1 . 1 1  2 1  3 5 12 .  2 . . . 1 5  .  . . . .   .  1 .  . ## [22,]  9  2 . 1 14 1 1 3 1 27 1  4 1  6 .  . 4 . 1 . 3 13  . . 4 .  18  5 1  8 ## [23,]  1  6 1 . 10 1 . 1 .  . .  2 .  2 1  . . . 1 . .  2  . . 1 .   1  . .  1 ## [24,]  5  . . 4  8 . . 2 1  1 2  1 .  1 1  1 4 . . . .  1  . . 1 .   2  . .  1 ## [25,]  7 36 2 1 11 1 1 . 1  1 1  1 1  6 2 14 4 1 . 1 3  .  . . . .   .  . 2  . ## [26,]  3  1 1 1  4 1 . 1 1  1 .  . 1  . 2  1 1 1 . 1 .  1  . . . .   3  . .  . ## [27,]  4  5 4 7  6 1 1 . .  . 1  . .  . 1  2 3 3 . 1 1  .  . . . .   .  . .  . ## [28,]  4  . 1 1  7 1 2 1 .  . .  2 .  . 3  . . 2 2 . 5  .  . . . .   1  . 1  . ## [29,] 11  3 1 1 22 . . 1 2  1 2 15 2  5 .  1 2 1 . . .  7  . . 1 .   7  . 1  4 ## [30,]  7  5 . 2 37 . 1 3 1  1 1  2 1  2 1  2 . . 5 . 4  6  . . 2 .   7  1 .  1 ## [31,]  .  1 . .  3 . . . .  . .  . .  . .  . . . . . .  .  . . . .   2  . .  . ## [32,]  .  . . .  4 . . . .  . .  . .  . .  . . . . . .  1  . . . .   4  . .  1 ## [33,]  1  . . .  9 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [34,]  .  . . .  6 . . 1 .  . .  . .  . .  . . . . . .  2  . . . .   .  . .  . ## [35,]  .  . . .  1 . . . .  . .  . .  . .  . . . . . 1  .  . . 1 .   .  . .  . ## [36,]  .  . . .  3 . . . .  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [37,]  1  1 . 1 14 . . . .  . .  . .  . .  . . . . . 1  1  . . . .   .  . .  . ## [38,]  .  1 . .  2 . . . .  1 .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ## [39,]  .  1 . .  1 . . . .  . .  . .  . .  . . . . . 2  .  . . . .   .  . .  . ## [40,]  4  . . .  4 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [41,]  1  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  1 . . .   .  . .  . ## [42,]  1  1 . .  3 . . . .  . .  1 .  . .  . . . . . .  .  . . . .   4  1 .  . ## [43,]  .  . . .  . . . 1 .  . .  . .  1 .  . . . . . .  .  . . . .   .  . .  . ## [44,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [45,]  1  2 . .  . . . . .  . .  . .  . .  . . . . . .  1  . . . .   1  . .  . ## [46,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  3  . . . .   2  . .  1 ## [47,]  .  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [48,]  .  . . .  . . . 1 .  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [49,]  .  . . 1  1 . . . .  . .  . .  . .  . . . . . 1  1  . . . .   .  . .  . ## [50,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [51,]  8  2 1 4  5 . . . .  1 .  4 .  3 .  3 2 . 1 1 . 12  . . 1 .   8  . .  4 ## [52,]  8  4 . . 12 . . . .  1 1  5 .  . .  2 2 . . . 2  4  . . . .   3  2 .  5 ## [53,]  7  . . 1  4 . . . .  1 1  2 .  . 1  . . . . . .  2  . . . .   5  . .  . ## [54,]  3  1 . .  2 . . . .  . .  . .  . .  1 . . . . 1  1  . . . .   2  . 1  . ## [55,] 10  2 . 1 16 2 1 2 .  3 1  . 1  . .  3 4 2 1 . 1  5  . . . .   3  . .  3 ## [56,] 15  3 . . 10 . . 2 .  6 2  5 .  . .  1 2 . 1 . 3  5  . . 4 .   7  1 .  3 ## [57,] 18  6 . 3  6 1 . 5 1  1 1  2 .  . .  1 . 1 . . 1  7  . . . .   6  1 1  6 ## [58,] 19  4 . .  2 . . 1 .  2 1  3 1  . .  . 2 2 . . 3 14  . . . .   5  2 1  3 ## [59,]  4  2 . . 12 2 . 2 .  2 .  2 3  . .  1 1 . 1 . .  5  . . . .   9  . 2  6 ## [60,] 17  5 . 2 16 1 1 . .  4 .  3 1  . .  1 . . 2 . 2 11  . . . .   4  . 2  2 ## [61,]  5  1 . 1  8 . . 1 .  2 .  . 2  3 4  3 . . . . . 75 16 . 6 3 102 25 2 11 ## [62,]  3  . . 1 13 . . . .  2 .  . 1 10 1  1 5 . . . 4 52  1 5 6 3  78 39 2 26 ## [63,]  1  . . . 21 . . 1 1  2 .  . 1  1 .  . 1 1 2 . . 11  2 2 5 1  23  5 .  5 ## [64,]  5  4 . 2  9 . . . .  2 .  . .  2 7  2 . 1 . . 2 19  4 4 4 3  25  2 1  2 ## [65,]  .  2 . . 20 . . . 2  . .  1 3  3 7  2 6 . 1 . 6 54  8 2 6 .  69 16 1 31 ## [66,]  3  5 . 2 10 2 . . 1  . .  2 1  4 .  3 2 1 . . 2 23  5 3 5 1  24  6 1 21 ## [67,]  6 10 . 2 23 1 . 1 .  3 .  . 1  4 2  3 7 . . . 5 45  8 6 6 3  43 11 6 21 ## [68,]  2  6 . 1  5 . . . 1  1 1  . 1  1 1  1 2 1 . . 1 10  4 4 5 .   8  3 3  2 ## [69,]  .  4 . . 28 . . . .  . .  . 1  3 2  4 2 . . . . 23  7 2 3 1  10  4 5  3 ## [70,]  3  2 . . 13 . . . .  2 .  . 1  6 .  3 . . . . . 37  . 1 5 2  50  9 1 10 ## [71,]  1  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   1  . .  . ## [72,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [73,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [74,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [75,]  .  . . 1  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [76,]  .  2 . .  . . . . 1  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [77,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [78,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [79,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [80,]  3  3 . 1 10 . . . .  . .  3 1  3 1  2 1 1 . . 4  5  . 1 1 .   5  . .  1 ##                                                                               ##  [1,]  .   . .  . . .  .  1  . .  .  .  . .  .  2 .  .  2  .  .  .  .  . .  . ##  [2,]  .   . .  . . .  .  1  . .  .  .  . 1  .  . .  .  .  .  .  .  1  . .  . ##  [3,]  .   . .  . . .  1  1  . .  1  .  . .  .  1 .  .  1  2  .  2  .  1 .  1 ##  [4,]  .   . .  . . .  .  1  3 .  .  .  . .  .  2 .  3  .  .  1  1  .  1 .  . ##  [5,]  .   . .  1 . .  1  2  . .  1  .  1 .  .  3 .  2  .  3  1  .  .  . .  . ##  [6,]  .   1 .  . . .  .  .  . .  1  .  1 .  .  2 .  1  .  2  .  1  1  . .  . ##  [7,]  .   . .  . . .  .  .  . .  .  .  . .  .  2 .  .  2  .  .  .  1  . .  . ##  [8,]  .   . .  . . .  .  1  . .  .  .  . .  .  1 .  .  1  .  1  .  1  . .  . ##  [9,]  .   . .  . . .  .  .  1 .  .  .  . .  1  . .  .  .  .  .  .  1  . .  . ## [10,]  .   . .  . . .  .  2  . .  .  .  1 .  .  3 1  .  .  .  1  .  2  . .  . ## [11,]  2   . .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  .  . .  . ## [12,] 10   . .  . 2 .  .  1  . 1  .  .  1 .  .  . .  .  .  .  .  1  1  . .  . ## [13,]  6   . .  . . .  .  .  1 .  .  .  1 .  .  1 .  .  .  .  2  1  .  . .  . ## [14,]  1   . .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  .  . .  . ## [15,]  5   . .  . 1 .  .  .  2 .  1  .  . .  .  . .  .  1  2  1  1  2  . .  . ## [16,] 16   . .  . . .  3  2  . .  .  .  1 .  .  2 .  .  .  .  .  .  5  . 1  . ## [17,]  5   . .  . 1 .  .  .  . .  .  .  . .  .  4 .  .  .  .  .  .  .  . .  . ## [18,] 11   . .  . 1 .  1  .  . 2  .  .  . .  .  . .  .  .  .  1  .  .  . .  . ## [19,]  5   1 .  . . .  .  .  . 1  .  .  . .  .  . .  1  .  .  1  .  .  . .  . ## [20,]  8   1 .  . . .  .  .  . 1  1  .  . .  .  1 .  .  1  .  .  .  .  . .  . ## [21,]  2  13 4  . . .  2  .  . .  .  .  1 4  .  . .  3  5  6  1  .  4  3 6  1 ## [22,] 12  28 .  . 2 .  3  .  . .  1  .  3 1  7  . .  6  7  5  .  1 15  . 4  5 ## [23,]  1  15 .  1 . .  1  1  . .  .  .  . 1  1  . .  1  6  1  .  1  8  . .  . ## [24,]  5  11 .  . . .  6  .  1 .  .  .  3 .  1  . .  4  5  5  1  .  5  . 2  . ## [25,]  1  13 .  . . .  5  2  2 2  .  .  1 1  1  . .  8  4  3  2  .  4  3 .  . ## [26,]  .   7 1  . . .  1  .  . .  .  .  1 .  .  . .  3  3  2  .  .  2  . .  2 ## [27,]  3  37 .  . . .  3  .  1 .  .  .  1 5  2  . .  5  1  1  .  .  8  1 1  4 ## [28,]  .   5 .  . . .  1  1  1 .  .  .  . 1  .  . .  .  2  1  1  .  2  1 .  1 ## [29,]  5  20 2  1 . .  4  2  1 1  .  .  2 .  2  3 .  7 10  6  2  2 11  1 3  2 ## [30,]  3  18 3  . . .  2  1  . .  .  .  3 2  1  3 . 13 12  4  .  . 18  1 3  7 ## [31,]  .   1 .  . . .  1  3  . .  .  .  1 .  .  1 .  .  1  .  2  1  3  . .  . ## [32,]  2   . .  . . .  2  .  . .  .  1  . .  .  4 .  .  .  1  .  .  .  1 .  . ## [33,]  .   . .  . . .  .  1  1 .  .  .  . .  .  5 .  .  .  2  1  1  .  . .  . ## [34,]  1   . .  . . .  1  .  1 .  .  .  4 .  .  1 .  .  .  .  1  .  .  . .  . ## [35,]  .   . .  . . .  2  3  1 .  .  .  1 .  1  1 .  .  .  1  .  .  .  . .  . ## [36,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  1  .  .  1  .  .  . .  . ## [37,]  .   1 .  . . .  1  .  1 .  .  .  4 .  .  1 .  .  .  1  .  .  1  . 1  . ## [38,]  .   1 .  . . .  2  1  1 .  .  .  1 .  .  . .  .  .  1  1  .  .  . .  . ## [39,]  1   . .  . . .  .  .  1 .  .  .  . .  .  . .  .  .  .  .  1  1  . .  . ## [40,]  .   . .  1 . .  1  3  1 .  .  .  1 .  .  . .  .  .  .  2  1  1  . .  . ## [41,]  .   . .  . . .  2  1  . .  .  1  . .  .  . .  .  .  3  .  1  .  1 .  . ## [42,]  .   . .  . 1 .  .  1  . .  1  .  . .  .  . .  .  .  1  1  1  1  . .  . ## [43,]  .   . .  1 . .  .  .  . .  .  .  1 .  .  . .  .  .  .  1  .  3  1 .  . ## [44,]  .   . .  . . .  .  .  . .  .  .  . .  .  2 .  .  .  .  .  .  .  . .  . ## [45,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  2  1  .  1  .  . .  . ## [46,]  3   . .  . . .  .  .  . .  .  .  . .  .  1 .  .  .  .  1  1  .  . .  . ## [47,]  .   . .  . . .  .  2  . .  .  .  1 .  .  . .  .  .  .  2  .  .  1 .  . ## [48,]  .   1 .  . . .  .  1  . .  1  .  1 .  .  1 .  .  .  1  2  .  .  . .  . ## [49,]  .   . .  . . .  1  1  . .  .  .  . .  .  3 .  .  .  2  1  1  2  . .  . ## [50,]  .   . .  . . .  .  1  . .  .  .  2 .  .  . .  .  .  1  1  .  1  . .  . ## [51,]  8  16 .  . . .  4  3  1 .  .  .  9 2  2  3 . 15  7  8  2  . 21  2 2  5 ## [52,]  4  32 .  . . .  1  3  1 .  .  .  3 .  1  1 . 17 12  8  2  1 25  3 1  3 ## [53,]  .   7 .  . . .  2  .  . .  .  .  1 1  3  . .  8  7  6  1  .  6 16 1  4 ## [54,]  .   9 .  . . .  .  1  1 .  .  .  . 1  .  . . 11  6  2  .  . 10  . 1  1 ## [55,]  7  11 .  . . .  1  2  . .  .  .  4 2  .  . . 18 32  9 50  3 26  1 3 11 ## [56,]  7  17 .  . . .  5  2  . .  1  .  2 3  1  1 . 13 33  9  1  3 26 11 4  9 ## [57,] 13  33 .  2 1 .  .  .  . .  .  .  3 .  1  . . 36 12 10  1  1 16  3 5  2 ## [58,]  6  10 .  1 2 .  .  1  2 2  .  .  2 1  .  . . 17 19  8  1 27 15  5 5  5 ## [59,]  6  15 1  . . .  1  2  3 .  .  .  . 1  3  1 . 12 18  5  3  1 11  4 3  7 ## [60,]  4  25 .  . . .  1  .  . .  .  .  6 3  2  1 . 27 29 10  1  1 22  6 6 10 ## [61,] 50  61 1  . 7 2  9  1  4 2  .  2  5 6  4  3 . 12  6  1  5  . 10  8 1  . ## [62,] 53  31 8  1 9 5  4  .  3 .  .  .  1 1  .  1 4  7  7  2  .  .  5  1 1 12 ## [63,] 10  25 .  1 1 .  5  1  . 3  .  .  5 .  2  . 1  7  1  1  .  .  5  1 .  2 ## [64,]  9  14 3 33 . .  7  2  1 2  1  .  1 2  .  2 .  4  3  6  .  . 16  . 3  1 ## [65,] 68  58 1  . 6 3  2  1  . 3  1  . 22 5  1 64 1  8 11  6  2  .  2  . .  3 ## [66,] 36 112 2  . 1 3  5  .  1 1  .  . 10 4 39  2 . 10  7  4  5  .  3  . 1  4 ## [67,] 49  37 3  . 4 . 12  1 38 2 21  .  9 8  1  3 .  4  9  4  4  2 16  1 .  4 ## [68,]  3  18 6  . 1 .  7  1  . .  .  1  1 2  3  1 1  2  4  2  .  2  3  1 .  . ## [69,]  9  29 1  1 . . 10  3  . 1  1 32  3 4  5  1 .  6  1  2  1  1  4  1 .  . ## [70,] 26 125 .  3 5 1 18 43  1 8  .  .  3 5  1  1 .  6  4  7  3  2  5  2 1  1 ## [71,]  .   5 .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  3  . .  . ## [72,]  .   1 .  . . .  .  .  . .  .  .  . 1  .  . .  .  .  .  .  .  4  . .  . ## [73,]  .   . 1  . . .  .  .  1 .  .  .  . .  .  . .  .  .  1  .  .  2  . .  . ## [74,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  1  .  .  6  . .  . ## [75,]  .   5 .  . . .  1  .  . .  .  .  . .  .  . .  .  1  1  .  .  3  . .  . ## [76,]  .   1 .  . . .  .  .  2 .  .  .  . .  .  . .  .  .  .  .  . 17  . .  . ## [77,]  .   3 .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  3  . .  . ## [78,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  6  . .  . ## [79,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  4  . .  . ## [80,]  4  16 5  . . .  4  3  2 .  .  .  4 .  1  . .  7  5  1  1  1  3  . 2  1 ##                                                                               ##  [1,]  . .  2  . .  3 1 . . . .  . . . . . 1 .  .  .  .  .  .  .  . . .  .  . ##  [2,]  . .  .  . .  . . . . . .  . . . . . 1 .  .  .  .  .  .  .  . . .  .  . ##  [3,]  . .  1  1 .  3 . . . . .  4 . . 1 . . .  1  .  1  .  .  .  . . .  .  . ##  [4,]  . .  2  . .  3 . . 1 . .  2 1 . . 1 . .  .  1  .  1  .  .  . . .  .  . ##  [5,]  1 .  1  . .  1 . . . . .  1 . . . 1 . .  .  1  .  1  1  .  . . .  .  . ##  [6,]  . .  .  . .  3 . . . . .  2 . . . . . .  .  .  .  1  .  .  . . .  .  . ##  [7,]  . .  .  . .  3 . . . . .  . . . . . . .  1  .  .  .  .  .  . . .  .  . ##  [8,]  1 .  1  . .  1 . . . . .  1 . . . . . .  .  .  .  1  1  .  . . .  .  . ##  [9,]  . .  1  . .  . . . . . .  1 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [10,]  . .  .  . .  3 . . . . .  3 . . . . . .  .  .  .  1  .  .  . . .  .  . ## [11,]  . .  .  . .  . . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [12,]  1 .  1  . 1  1 . . 2 . .  2 . . . . . .  .  1  1  1  .  .  . . .  .  . ## [13,]  . .  .  . .  2 . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [14,]  . .  .  . .  . . . . . .  . . . . . . 1  .  1  .  .  .  .  . . .  .  . ## [15,]  . .  .  . .  1 . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [16,]  . .  .  1 .  . . . . . .  1 . . . 1 . .  .  .  .  .  .  .  . . .  .  . ## [17,]  . .  .  . .  . . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [18,]  . .  .  . .  . . . . . .  1 . . 1 . . .  .  .  .  .  1  .  . . .  .  . ## [19,]  . .  .  . .  2 . . . . .  . . . . . . .  .  1  .  .  .  .  . . .  .  . ## [20,]  . .  .  . .  3 . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [21,]  1 .  2  6 .  6 . . . 1 .  6 1 . . . 2 1  .  .  .  4  .  .  . 1 .  .  . ## [22,]  1 . 10  3 1  4 2 . . 1 1 15 1 2 . 1 1 .  .  1  .  5  .  .  . . .  .  . ## [23,]  . .  4  4 .  . . . . . .  2 . 4 . . 1 .  .  1  .  3  .  .  . . .  .  . ## [24,]  . .  2  6 .  . . . . . .  4 . . . . 1 .  .  .  .  5  .  .  . . .  .  . ## [25,]  . .  2  1 1  1 . 1 2 . .  7 . . . . 1 .  .  .  1 12  1  .  . . .  .  . ## [26,]  . .  2  2 .  1 . . . . .  3 . . . . 1 .  .  .  .  1  .  .  . . .  .  . ## [27,]  . .  1  4 .  . . . . . 1  6 . 3 . . 1 .  .  1  . 15  1  .  . . .  .  . ## [28,]  . .  6  4 .  1 . 2 . 1 .  . . . . . . 1  .  .  .  2  .  .  . . .  .  . ## [29,]  . 1  5  9 .  3 1 . . 1 3  4 . 1 2 . . .  .  .  .  3  .  .  . . .  .  . ## [30,]  1 .  6  8 .  6 . 2 . . . 20 . 3 1 1 2 .  .  1  .  1  .  .  . 2 1  .  . ## [31,]  6 .  6  8 .  8 . . . . .  . . . . 2 . .  .  .  .  .  2  .  . . .  .  . ## [32,]  2 .  .  . .  2 . . . . .  1 . 1 . . 2 .  .  .  .  1  1  .  . . .  .  . ## [33,]  2 .  .  3 .  3 . . . . .  1 . . . . 1 .  1  .  .  .  .  .  . . .  .  . ## [34,]  1 .  .  1 .  5 . . . . .  . 1 . . 1 . .  .  .  .  .  .  .  . . .  .  . ## [35,]  . .  .  2 .  2 . . . . .  . 1 . . . . .  .  .  .  .  .  .  . . .  .  . ## [36,]  1 .  .  5 .  1 . . . . .  . . . . 1 . .  .  .  .  .  .  .  . 1 .  .  . ## [37,]  2 .  1  6 1  5 . . . . .  1 . . . 3 . .  1  .  .  2  1  .  . . .  .  . ## [38,]  1 .  1  6 .  1 . . . . .  . . . . 1 . .  .  .  .  .  1  .  . . .  .  . ## [39,]  2 .  .  1 1  3 . . . . .  . . . . 1 . .  .  .  .  1  1  .  . . .  .  . ## [40,]  6 .  .  6 .  2 . . . . .  . . . . 2 . .  3  .  .  .  .  .  . . .  .  . ## [41,]  2 .  1  3 .  7 . . . . .  1 . . . . . .  .  .  .  .  .  .  . . .  .  . ## [42,]  . .  .  . .  4 . . . . .  2 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [43,]  . .  .  . .  2 . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [44,]  . .  .  . .  2 . . . . .  . . . . . . .  .  1  .  1  .  .  . . .  .  . ## [45,]  . .  1  . .  5 1 . . . .  5 . . . . . .  .  .  .  1  .  .  . . .  .  . ## [46,]  . .  1  . .  1 . . . . .  1 . . . . 1 .  .  .  .  .  .  .  . . .  .  . ## [47,]  1 .  .  . .  1 . . . . .  . . . . 1 1 .  .  .  .  1  .  .  . . .  .  . ## [48,]  . .  1  . .  4 . . . . .  . . . . 1 . .  .  .  .  2  .  .  . . .  .  . ## [49,]  . .  .  . .  1 . . . . .  2 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [50,]  . .  .  . .  2 1 . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [51,]  . 1 17 12 .  5 . 3 . 2 1  9 2 6 . 1 2 1  .  .  .  5  2  .  . . .  .  . ## [52,]  5 1 13 12 2 10 2 3 5 4 2 20 3 4 5 6 2 . 26  .  .  3  .  .  . . .  .  . ## [53,]  1 3  1  2 1  1 2 . 1 2 .  9 . 1 . . . 1  .  1  .  .  .  .  . . .  .  . ## [54,]  2 .  2  4 .  4 1 1 . 1 1  3 . . . 1 2 .  .  1  .  .  .  .  . . .  .  . ## [55,] 14 .  9 35 3 17 1 2 2 1 .  6 6 4 4 1 2 1  2  2  .  1  .  .  . . .  .  . ## [56,]  4 1 12 16 4  8 . 1 4 3 3  9 . 3 . 2 1 6  2 25  .  1  .  .  . . .  .  . ## [57,] 18 1 14 24 1 33 3 6 3 . 1 91 . . 5 7 . 4  1  .  .  .  .  .  . . .  .  . ## [58,]  9 .  8  9 2  8 1 1 1 1 2 11 3 4 2 2 6 1  .  1  .  1  .  .  . . .  .  . ## [59,]  5 1  7  9 1 14 1 5 . . 3 18 . 2 1 6 3 .  .  .  .  1  .  .  . . .  .  . ## [60,] 11 1 13 30 1 19 2 6 2 . 5 18 3 8 4 3 6 2  1  .  .  2  1  .  . . .  .  . ## [61,]  . .  5  8 .  4 . 6 . . . 18 . . . 2 1 .  .  .  .  6  1  .  . . .  .  . ## [62,]  . .  4  8 .  7 . . . . 1  2 . . . . . 1  .  .  .  7  .  .  . . .  .  . ## [63,]  . .  5  3 .  4 . 3 1 . .  9 1 . . 1 . 1  .  .  .  2  .  1  . . .  .  . ## [64,]  . .  3  3 .  3 . 1 . 1 . 11 1 . . . 1 .  1  .  .  6  .  .  . . .  .  . ## [65,]  . . 11 13 .  2 . 1 . . 1 12 . 1 . 2 2 .  1  .  . 24  1  .  . . .  .  . ## [66,]  . .  9  8 1  2 2 3 . . 1 11 1 1 . . 1 .  1  .  . 16  2  .  . 2 .  .  . ## [67,]  1 .  9  7 .  . 1 3 . . .  7 . . . . . 1  1  .  . 28  1  .  . . .  .  . ## [68,]  . .  4  5 .  1 . . . . .  5 1 . . . 1 1  .  .  .  3  .  .  . . .  .  . ## [69,]  1 .  5  8 .  6 1 1 1 . 1  4 1 . . . . .  1  1  .  6  1  .  . . .  .  . ## [70,]  . .  2  3 2  4 . 4 1 . 4 25 1 1 . . 1 2  .  .  .  3  1  .  1 . .  .  . ## [71,]  . .  .  . .  . . . . . .  1 . . . . . .  .  . 43 18  4 14 11 1 8  6 14 ## [72,]  . .  .  . .  . . . . . .  2 . . . . . .  .  . 41  8  4 11  3 5 3  5  5 ## [73,]  . .  .  . .  . . . . . .  . . . . . . .  .  . 36 12  2 14 13 3 2  9  8 ## [74,]  . .  .  1 .  . . . . . .  3 . . . . . .  .  . 55 18  2 18  8 3 2 10 11 ## [75,]  . .  .  . .  1 . . . . .  . . 1 . . . .  .  . 58 18  2 23  8 2 3  7 15 ## [76,]  . .  .  . .  1 . . . . .  2 . . . . . .  .  . 54 28 15 62 29 7 9 23  6 ## [77,]  . .  .  . .  . . . . . .  3 . . . . . .  .  . 66 11  2  9  3 3 3 12  4 ## [78,]  . .  .  1 .  . . . . . .  . . 1 . 1 . .  .  . 34 13  1 14  6 1 3  6  3 ## [79,]  . .  .  . .  . . . . . .  4 . 1 . . . .  .  . 30 16  3  6  5 1 4 11  5 ## [80,]  . .  1  4 .  1 . 1 . . 1  7 . 1 . . . 1  1  .  6  9  2  .  2 2 2  1  2 ##                                                                               ##  [1,]  .  .  . .  1  . .  .  1 . . .  . . . . .  .  1  .  .  .  .  . . . .  . ##  [2,]  .  1  . 1  .  . .  1  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  1 ##  [3,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [4,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  .  1 . . .  . ##  [5,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [6,]  .  .  . .  1  . .  .  . . 1 .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [7,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  1  . . . .  . ##  [8,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [9,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [10,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  .  . . . .  . ## [11,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [12,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  . 29  .  .  . . . .  . ## [13,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 1 . .  . ## [14,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [15,]  .  .  . .  1  . 1  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [16,]  .  .  . .  1  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [17,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [18,]  1  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [19,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [20,]  .  .  . .  .  . 1  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [21,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  1  .  . . . 1  . ## [22,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [23,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [24,]  .  .  . .  .  3 .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [25,]  .  .  . .  .  . .  .  5 . . .  . . . . .  .  .  .  1  1  .  . . . .  . ## [26,]  .  1  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [27,]  .  .  . .  .  . .  .  2 . . .  . . . . 1  .  .  .  .  .  .  . 1 . .  . ## [28,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [29,]  .  1  . 1  .  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [30,]  .  .  . .  .  . .  .  2 . . .  . 1 . . 1  .  .  .  1  .  .  . . . .  . ## [31,]  .  .  . 1  .  . .  .  . . . 1  . . . . .  .  .  .  . 27  2 35 5 7 5 14 ## [32,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  2  5  . 3 . 3  1 ## [33,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  1  3 15 9 1 1  4 ## [34,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  . 10  4  3 2 1 .  9 ## [35,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  8 10 29 6 . 3  7 ## [36,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  5  8 11 3 1 1 10 ## [37,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  2 10 12 22 6 5 1 10 ## [38,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  7 10 15 8 4 2  2 ## [39,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  4  3 18 2 1 1  4 ## [40,]  .  .  . .  .  . 1  .  2 . . .  . . . . .  .  .  .  1 11 13 18 5 1 1  7 ## [41,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  1  3  1 10 4 . 3  6 ## [42,]  .  .  . 1  .  . .  .  . . . .  . . . . 1  .  .  .  .  .  8  . 1 . . 13 ## [43,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  2  . . . .  . ## [44,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  1  3 . . .  . ## [45,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [46,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 2 . .  . ## [47,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  6  .  4 9 . .  6 ## [48,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  3  1 . . .  . ## [49,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  1  2  3  3 3 . .  5 ## [50,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  2  . . . .  3 ## [51,]  .  .  . 1  1  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [52,]  .  .  . 1  .  . 1  .  2 . . .  . . . . .  .  .  .  1  1  .  . . . .  . ## [53,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [54,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 1 . .  . ## [55,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [56,]  .  .  . .  .  . .  .  2 . . .  . . . . 1  .  .  .  .  .  .  . . . .  . ## [57,]  .  1  . .  1  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  1 . . .  . ## [58,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [59,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  1  . . . .  1 ## [60,]  .  2  . 2  .  . .  .  2 . . .  . . . . .  .  .  .  2  .  .  1 . . .  . ## [61,]  .  1  . .  .  . 1  .  1 . . .  . . . . .  .  .  .  1  .  .  . . . .  . ## [62,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [63,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  1 . . .  1 ## [64,]  .  .  . 2  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [65,]  .  1  . .  2  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [66,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [67,]  .  .  . 1  1  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [68,]  .  .  . .  .  . .  .  1 . . .  1 . . . .  .  .  .  .  .  .  . . . .  . ## [69,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [70,]  .  .  . 1  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  1 1 . .  . ## [71,]  5  8  1 2  3  6 3  4  2 3 4 4  3 5 4 . 5  2  1  .  .  .  .  . . . .  . ## [72,]  3  2  3 5  .  4 3  3  . . 1 1  1 1 . . 4  .  .  . 41  .  .  . . . .  . ## [73,]  5  .  3 4  1  4 2  5  1 2 2 .  4 4 3 3 1  4  1  6  .  .  .  . . . .  . ## [74,]  5 12  2 4  2  3 3  2  2 7 . 4  1 2 4 1 4  .  .  1  .  .  .  . . . .  . ## [75,]  2  8  3 1  1  4 2 14  1 4 2 2  3 4 8 1 .  .  .  .  2  .  .  . . . .  1 ## [76,] 42  7 11 6 14  3 9 32 10 . 3 6  8 1 1 2 . 20 25 26  1  .  .  . . . .  . ## [77,]  2  3  6 .  2  4 .  2 37 1 1 2  . 4 2 1 1  2  .  1  .  .  .  . . . .  . ## [78,]  1  2  5 4  . 20 .  .  . 3 2 2 13 1 . 2 .  2  3  .  1  .  .  . . . .  . ## [79,]  2  6  3 .  4  5 1  8  2 5 4 .  2 . . 3 .  1  1  .  1  .  .  . . . .  . ## [80,]  1  .  . 1  1  . .  .  3 2 . .  . . 1 . .  .  1  1  1  .  .  . . . .  . ##                                                    ##  [1,]  . 1 .  . . . .  . . . . . 1 . . 1  . 1 .  . ##  [2,]  . . 1  . . . .  1 . . 1 1 . . . .  . . 1  . ##  [3,]  . 1 .  . . . .  . . . . 1 . . . .  . . .  . ##  [4,]  . 1 .  . . . .  . . . . . . . . 3  . . .  . ##  [5,]  . 2 1  . . . .  . . . . 2 1 . . .  . . .  . ##  [6,]  . . 1  . . . .  . . . 1 1 . . . 1  . . .  . ##  [7,]  . . .  . . . .  . . . . . . . . 1  . 1 .  . ##  [8,]  . 1 .  . . . .  . . . . . 1 . . .  . . .  . ##  [9,]  . . .  . . . .  . . . . . . . . 1  . . .  . ## [10,]  . . .  . . . .  . . . 1 . . . . .  . . .  . ## [11,]  . . .  . . . .  . . . . . 1 . . .  . . .  . ## [12,]  . 1 .  . . . .  . . . . . . . . 2  . . .  . ## [13,]  . . .  . . . .  . . 1 1 . . . . .  . . .  . ## [14,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [15,]  . 1 .  . . . .  . . . 1 . . . . 1  . . .  . ## [16,]  . . .  . . . .  1 . . . . 2 . . .  . . .  . ## [17,]  . . .  . . . .  . . . . . 1 . . .  . . .  . ## [18,]  . . .  . . . .  . 1 . . . . . . .  . . .  . ## [19,]  . . .  . . . .  1 . . 1 . 1 . . .  . . .  . ## [20,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [21,]  . 1 .  . . . .  . . . . . . . . .  . . .  . ## [22,]  . . .  . . . .  . . . 2 . . . . .  . . .  . ## [23,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [24,]  . . .  . . . .  . . . . . . . . .  1 . .  . ## [25,]  . . .  . . . .  . . . . . . . . .  . . 1  . ## [26,]  . . .  . . . .  . . . . . . . . .  1 . .  . ## [27,]  . . .  . 1 . .  1 . . . . . . . 1  . . .  . ## [28,]  . . .  . . . .  1 . . 1 . 1 . . .  . . .  . ## [29,]  . . .  . 1 . 1  1 . . . . . . . .  . . .  . ## [30,]  . . .  . . . .  . . . . 1 . . . .  2 . .  . ## [31,]  . 1 .  . 4 2 1  1 1 3 2 3 3 . 4 7  1 . 3  . ## [32,]  3 1 4  1 . 1 .  1 . . 2 1 . 1 1 3  . . 5  . ## [33,]  5 2 2  1 . 1 1  1 . 4 1 1 2 3 . 2 58 1 1  . ## [34,]  7 2 1  1 3 1 1  1 . . 1 3 1 2 1 .  . 2 3  . ## [35,]  1 4 1  . . . .  1 2 1 1 . 1 . . 1  . 1 . 10 ## [36,]  . 1 2  . 1 . 1  . 1 2 1 2 3 . . 3  1 3 .  . ## [37,]  3 . 3  1 7 1 2  1 1 3 3 2 1 . 4 3  . 2 1  . ## [38,]  1 2 2  . 4 . 2  . 1 . . . 2 . 2 5  2 1 2  1 ## [39,]  . 1 2  1 . 1 1  1 . 1 3 1 1 1 1 .  1 2 .  . ## [40,]  2 3 6 51 3 1 . 25 3 . 1 1 2 2 2 1  . 1 2  1 ## [41,]  6 1 2  . 1 1 1  1 . . . 2 . . . .  . . 3  . ## [42,]  . . 1  . . . .  . . . 1 1 2 1 1 2  1 1 .  . ## [43,]  . . .  . . . 1  . . . 2 . . . . 1  . . .  . ## [44,]  . . .  . . . .  . . . . . . . . 1  . 1 .  . ## [45,]  . . 1  1 . . .  . . . . . . . . .  . . .  . ## [46,]  . . .  . . . .  . . . 1 . . . . 2  . . .  . ## [47,] 10 1 3  . . . .  . . . . 1 . . . 2  1 1 3  . ## [48,]  . 1 2  . . . .  . 1 . . . 1 . . .  . 2 1  . ## [49,]  9 . .  . . . 1  . . . . 1 . 1 . 1  . . 3  . ## [50,]  . . 1  . . . .  . . . . . . . 1 1  . 1 .  . ## [51,]  . . .  . 1 . .  2 . . . . . . . .  . . .  . ## [52,]  . . .  . . . .  . . 1 . . . . . .  1 1 .  . ## [53,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [54,]  . . .  . 1 . .  . . . . . . . . .  . . .  . ## [55,]  . . .  . . 1 .  . . . . . 1 . . 2  2 . .  . ## [56,]  . . .  . . . .  3 . . . . . . . .  . . .  . ## [57,]  . . .  . . . .  2 . . . . . . . .  1 . .  . ## [58,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [59,]  . . .  . 1 . .  . . . . . . . . .  . . .  . ## [60,]  . . .  . 1 . .  . . . . . . . . .  . 3 .  . ## [61,]  . 1 1  . . . .  1 . . . . . . 1 .  2 . 1  . ## [62,]  . . .  . . . .  . . . . . . . . 1  . . 1  . ## [63,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [64,]  . 1 .  . 1 . .  1 . . . . . . . .  . . .  . ## [65,]  . . .  . 3 . .  1 . . 1 . 1 . . 2  4 . .  . ## [66,]  . . .  . 2 . .  2 . . 1 . 1 . . 1  2 . .  . ## [67,]  . 2 .  . . . .  4 . . . . . . 1 1  1 1 .  . ## [68,]  . . .  . . . .  1 . . . . . . . .  . . 1  . ## [69,]  . . .  . 1 . .  . . . . . 1 . . .  3 . .  . ## [70,]  . . .  . . . .  . . . 1 . . . . .  1 . .  . ## [71,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [72,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [73,]  . . .  . . . .  . . . . . . . . 1  . . .  . ## [74,]  . . .  . . . .  . . . . . . . 2 .  . . .  . ## [75,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [76,]  . . .  1 . . .  1 . . . . . . . 1  . 1 .  . ## [77,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [78,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [79,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [80,]  . . .  . . . .  . . . 1 . . . . .  . . .  ."},{"path":"/articles/soma-reading.html","id":"slicing-1","dir":"Articles","previous_headings":"SOMA SparseNDArray","what":"Slicing","title":"Reading from SOMA objects","text":"Just SOMADataFrame, can also retrieve subsets data SOMASparseNDArray can fit memory. Unlike SOMADataFrames, SOMASparseNDArrays always indexed using zero-based offset integer dimension, named soma_dim_N. Therefore, array N-dimensional, read() method can accept list length N specifies slice array. SOMASparseNDArray dimensions always named soma_dim_N N dimension number. use schema() dimnames() retrieve dimension names. example, ’s fetch first 5 rows matrix:","code":"counts$schema() ## Schema ## soma_dim_0: int64 not null ## soma_dim_1: int64 not null ## soma_data: double not null counts$read(coords = list(soma_dim_0 = 0:4))$tables()$concat() ## Table ## 258 rows x 3 columns ## $soma_dim_0 <int64 not null> ## $soma_dim_1 <int64 not null> ## $soma_data <double not null>"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Aaron Wolen. Maintainer, author. Dirk Eddelbuettel. Author. Paul Hoffman. Author. John Kerl. Author. TileDB, Inc.. Copyright holder, funder.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Wolen , Eddelbuettel D, Hoffman P, Kerl J (2024). tiledbsoma: 'TileDB' Stack Matrices, Annotated ('SOMA'). R package version 1.11.1, https://github.com/single-cell-data/TileDB-SOMA.","code":"@Manual{,   title = {tiledbsoma: 'TileDB' Stack of Matrices, Annotated ('SOMA')},   author = {Aaron Wolen and Dirk Eddelbuettel and Paul Hoffman and John Kerl},   year = {2024},   note = {R package version 1.11.1},   url = {https://github.com/single-cell-data/TileDB-SOMA}, }"},{"path":"/index.html","id":"overview","dir":"","previous_headings":"","what":"TileDB Stack of Matrices, Annotated (SOMA)","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"R implementation SOMA API specification.","code":""},{"path":[]},{"path":"/index.html","id":"release-packages","dir":"","previous_headings":"","what":"Release packages","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"TileDB-SOMA releases can installed R-universe, serves macOS binaries source package Unix-like platforms. Installing source Unix-like platforms requires cmake, git, recent-enough C++ compiler (g++ version 10.* ). Alternatively, tiledbsoma can installed directly Conda, serves binaries multiple architectures. Note, ’re using mamba drop-replacement conda accelerate install process.","code":"install.packages('tiledbsoma', repos = c('https://tiledb-inc.r-universe.dev',                                          'https://cloud.r-project.org')) mamba install -c conda-forge -c tiledb r-tiledbsoma"},{"path":"/index.html","id":"from-source","dir":"","previous_headings":"","what":"From source","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"install latest tiledbsoma development version (main branch), use remotes::install_github():","code":"remotes::install_github(\"https://github.com/single-cell-data/TileDB-SOMA\", subdir = \"apis/r\")"},{"path":"/index.html","id":"requirements","dir":"","previous_headings":"From source","what":"Requirements","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Source installation requires tiledb R package – turn depends either local installation TileDB Core library provided build artifacts. general, source installation TileDB Core packages requires cmake git installed; common tools operating system provides readily. R package dependencies listed DESCRIPTION file can installed via e.g. remotes::install_deps(\".\", dependencies=TRUE) also install suggested packages. order build vignettes, knitr rmarkdown required (installed), testthat testing. testthat invoked directly pkgbuild also needed (installed listed DESCRIPTION). addition, R package also depends libtiledbsoma library repository. either installed package (described next section), can used system library (one found). system installation can provided following steps libtiledbsoma directory.","code":""},{"path":"/index.html","id":"development-setup","dir":"","previous_headings":"From source","what":"Development setup","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"set install local clone git repository: Clone repository: git clone https://github.com/single-cell-data/TileDB-SOMA.git. Change R API package directory: cd TileDB-SOMA/apis/r. Optionally, clean files repo: ./cleanup (needed first time). Optionally, add optional package test data: install.packages(\"pbmc3k.tiledb\",  repos=\"https://ghrr.github.io/drat\"). edited src/*.cpp files changed function signatures, running Rscript -e 'Rcpp::compileAttributes()' update Rcpp-generated glue code. changed C++ function header documentation, run Rscript -e 'roxygen2::roxygenise()' update corresponding R files. Build R package source tarball repository sources: R CMD build . (also include libtiledbsoma source via repository soft-link); dependencies required described previous section). Optionally, check test package tarball skipping vignettes manuals (need texlive equivalent): R CMD check ---vignettes ---manual tiledbsoma_*.tar.gz. Finally, install package tarball: R CMD INSTALL tiledbsoma_*.tar.gz. installation presence two C++ libraries (TileDB Core, TileDB-SOMA) tested . TileDB Core builds can downloaded needed, TileDB-SOMA library built needed. (plan provide downloadable artifact .) installed successfully, package sources can edited re-installed iteratively. optional clean step ensures full rebuild, optional copy libtiledbsoma ensures updated .","code":""},{"path":"/index.html","id":"status","dir":"","previous_headings":"","what":"Status","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Please see https://github.com/single-cell-data/TileDB-SOMA/issues.","code":""},{"path":"/index.html","id":"information-for-developers","dir":"","previous_headings":"","what":"Information for developers","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Please see TileDB-SOMA wiki. main branch implements updated specification. Please also see main-old branch implementation original specification.","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Class allows blockwise read iteration SOMA reads","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"tiledbsoma::ReadIter -> BlockwiseReadIterBase","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"array underlying SOMA array axis axis iterate blockwise fashion coords list CoordsStrider objects coords_axis CoordsStrider axis reindex_disable_on_axis Additional axes re-indexed","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"tiledbsoma::ReadIter$concat()","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"BlockwiseReadIterBase$new() BlockwiseReadIterBase$read_complete() BlockwiseReadIterBase$read_next() BlockwiseReadIterBase$clone()","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Create","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$new(   sr,   array,   coords,   axis,   ...,   reindex_disable_on_axis = NULL )"},{"path":"/reference/BlockwiseReadIterBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Named list CoordsStrider objects; must named array$dimnames() axis Axis iterate blockwise manner ... Ignored reindex_disable_on_axis Additional axes re-indexed; currently yet implemented","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-read-complete-","dir":"Reference","previous_headings":"","what":"Method read_complete()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Check iterated read complete ","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$read_complete()"},{"path":"/reference/BlockwiseReadIterBase.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"TRUE read complete, otherwise FALSE","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-read-next-","dir":"Reference","previous_headings":"","what":"Method read_next()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Read next chunk iterated read. read complete, throws iterationCompleteWarning warning returns NULL","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$read_next()"},{"path":"/reference/BlockwiseReadIterBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"NULL next blockwise chunk iterated read","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"objects class cloneable method.","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$clone(deep = FALSE)"},{"path":"/reference/BlockwiseReadIterBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"Class allows blockwise read iteration SOMA reads sparse 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tiledbsoma::BlockwiseReadIterBase$read_next()","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"BlockwiseSparseReadIter$new() BlockwiseSparseReadIter$concat() BlockwiseSparseReadIter$clone()","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"Create","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$new(   sr,   array,   coords,   axis,   ...,   repr = \"T\",   reindex_disable_on_axis = NULL )"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Named list CoordsStrider objects; must named array$dimnames() axis Axis iterate blockwise manner ... Ignored repr Representation sparse matrix return; choose : “T”: returns TsparseMatrix reindex_disable_on_axis Additional axes re-indexed; currently yet implemented","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-concat-","dir":"Reference","previous_headings":"","what":"Method concat()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"...","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$concat()"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"...","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"objects class cloneable method.","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$clone(deep = FALSE)"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"deep Whether make deep clone.","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"Class allows blockwise read iteration SOMA reads Arrow Tables","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"tiledbsoma::ReadIter -> tiledbsoma::BlockwiseReadIterBase -> BlockwiseTableReadIter","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"tiledbsoma::BlockwiseReadIterBase$initialize() tiledbsoma::BlockwiseReadIterBase$read_complete() tiledbsoma::BlockwiseReadIterBase$read_next()","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"BlockwiseTableReadIter$concat() BlockwiseTableReadIter$clone()","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"method-concat-","dir":"Reference","previous_headings":"","what":"Method concat()","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"...","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"","code":"BlockwiseTableReadIter$concat()"},{"path":"/reference/BlockwiseTableReadIter.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"...","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"objects class cloneable method.","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"","code":"BlockwiseTableReadIter$clone(deep = FALSE)"},{"path":"/reference/BlockwiseTableReadIter.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"deep Whether make deep clone.","code":""},{"path":"/reference/ConfigList.html","id":null,"dir":"Reference","previous_headings":"","what":"A Configuration List — ConfigList","title":"A Configuration List — ConfigList","text":"R6 mapping type configuring various “parameters”. Essentially, serves nested map inner map ScalarMap: {<param>: {<key>: <value>}}","code":""},{"path":"/reference/ConfigList.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"A Configuration List — ConfigList","text":"tiledbsoma::MappingBase -> ConfigList","code":""},{"path":"/reference/ConfigList.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"A Configuration List — ConfigList","text":"tiledbsoma::MappingBase$initialize() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$to_list() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/ConfigList.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"A Configuration List — ConfigList","text":"ConfigList$get() ConfigList$set() ConfigList$setv() ConfigList$clone()","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$get(param, key = NULL, default = quote(expr = ))"},{"path":"/reference/ConfigList.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"param Outer key “parameter” fetch key Inner key fetch; pass NULL return  map param default Default value fetch key found; defaults NULL","code":""},{"path":"/reference/ConfigList.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"value key param map, default key found","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$set(param, key, value)"},{"path":"/reference/ConfigList.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"param Outer key “parameter” set key Inner key set value Value add key, NULL remove entry key; optionally provide param value ScalarMap update param keys values value","code":""},{"path":"/reference/ConfigList.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"\\[chainable\\] Invisibly returns self value added key param","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$setv(...)"},{"path":"/reference/ConfigList.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"... Ignored","code":""},{"path":"/reference/ConfigList.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"Nothing; setv() disabled ConfigList objects","code":""},{"path":"/reference/ConfigList.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"A Configuration List — ConfigList","text":"objects class cloneable method.","code":""},{"path":"/reference/ConfigList.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$clone(deep = FALSE)"},{"path":"/reference/ConfigList.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"deep Whether make deep clone.","code":""},{"path":"/reference/CoordsStrider.html","id":null,"dir":"Reference","previous_headings":"","what":"The Coordinate Strider — CoordsStrider","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider allows creating coordinate slices interated manner. Alternatively, can chunk existing vector coordinates","code":""},{"path":"/reference/CoordsStrider.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider operates using 64-bit integer objects; , accessing fields, strider$start strider$stride return integer64 object, functions differently regular integer. Use caution convert back integers numerics necessary","code":""},{"path":"/reference/CoordsStrider.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"The Coordinate Strider — CoordsStrider","text":"coords set, coordinates iterate start set, starting point iterated coordinates; otherwise minimum value self$coords end set, end point iterated coordinates; otherwise maximum value self$coords stride stride, many coordinates generate per iteration; note: field settable, reset iterator","code":""},{"path":[]},{"path":"/reference/CoordsStrider.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider$new() CoordsStrider$print() CoordsStrider$length() CoordsStrider$has_next() CoordsStrider$next_element()","code":""},{"path":"/reference/CoordsStrider.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"The Coordinate Strider — CoordsStrider","text":"Create coordinate strider","code":""},{"path":"/reference/CoordsStrider.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$new(coords, ..., stride = NULL, start = NULL, end = NULL)"},{"path":"/reference/CoordsStrider.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"The Coordinate Strider — CoordsStrider","text":"coords integer vector coordinates ... Ignored stride stride many coordinates yield per iteration; default, try yield coordinates per iteration start coords missing, starting coordinate generate end coords missing, ending coordinate generate","code":""},{"path":"/reference/CoordsStrider.html","id":"method-print-","dir":"Reference","previous_headings":"","what":"Method print()","title":"The Coordinate Strider — CoordsStrider","text":"Print coordinate strider screen","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$print()"},{"path":"/reference/CoordsStrider.html","id":"method-length-","dir":"Reference","previous_headings":"","what":"Method length()","title":"The Coordinate Strider — CoordsStrider","text":"Get length (span) coordinates within strider","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$length()"},{"path":"/reference/CoordsStrider.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"length (span) coordinate strider","code":""},{"path":"/reference/CoordsStrider.html","id":"method-has-next-","dir":"Reference","previous_headings":"","what":"Method has_next()","title":"The Coordinate Strider — CoordsStrider","text":"Determine coordinates yield","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$has_next()"},{"path":"/reference/CoordsStrider.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"TRUE coordinates yield FALSE otherwise","code":""},{"path":"/reference/CoordsStrider.html","id":"method-next-element-","dir":"Reference","previous_headings":"","what":"Method next_element()","title":"The Coordinate Strider — CoordsStrider","text":"Generate next set coordinates yield. coordinates yield, raises stopIteration error","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$next_element()"},{"path":"/reference/CoordsStrider.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"integer vector next set coordinates","code":""},{"path":"/reference/CoordsStrider.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"The Coordinate Strider — CoordsStrider","text":"","code":"strider <- CoordsStrider$new(start = 1L, end = 200L, stride = 60L) while (strider$has_next()) {   str(strider$next_element()) } #> integer64 [1:60] 1 2 3 4 5 6 7 8 ...  #> integer64 [1:60] 61 62 63 64 65 66 67 68 ...  #> integer64 [1:60] 121 122 123 124 125 126 127 128 ...  #> integer64 [1:20] 181 182 183 184 185 186 187 188 ..."},{"path":"/reference/EphemeralCollection.html","id":null,"dir":"Reference","previous_headings":"","what":"Ephemeral Collections — EphemeralCollection","title":"Ephemeral Collections — EphemeralCollection","text":"Ephemeral version SOMACollections; ephemeral collections equivalent SOMA collections stored -memory instead -disk","code":""},{"path":"/reference/EphemeralCollection.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Ephemeral Collections — EphemeralCollection","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> tiledbsoma::EphemeralCollectionBase -> EphemeralCollection","code":""},{"path":"/reference/EphemeralCollection.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Ephemeral Collections — EphemeralCollection","text":"soma_type SOMA object type","code":""},{"path":"/reference/EphemeralCollection.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Ephemeral Collections — EphemeralCollection","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::EphemeralCollectionBase$add_new_collection() tiledbsoma::EphemeralCollectionBase$add_new_dataframe() tiledbsoma::EphemeralCollectionBase$add_new_dense_ndarray() tiledbsoma::EphemeralCollectionBase$add_new_sparse_ndarray() tiledbsoma::EphemeralCollectionBase$close() tiledbsoma::EphemeralCollectionBase$create() tiledbsoma::EphemeralCollectionBase$exists() tiledbsoma::EphemeralCollectionBase$get() tiledbsoma::EphemeralCollectionBase$get_metadata() tiledbsoma::EphemeralCollectionBase$get_tiledb_config() tiledbsoma::EphemeralCollectionBase$initialize() tiledbsoma::EphemeralCollectionBase$length() tiledbsoma::EphemeralCollectionBase$names() tiledbsoma::EphemeralCollectionBase$open() tiledbsoma::EphemeralCollectionBase$print() tiledbsoma::EphemeralCollectionBase$remove() tiledbsoma::EphemeralCollectionBase$set() tiledbsoma::EphemeralCollectionBase$set_metadata()","code":""},{"path":"/reference/EphemeralCollection.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Ephemeral Collections — EphemeralCollection","text":"EphemeralCollection$clone()","code":""},{"path":"/reference/EphemeralCollection.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"Ephemeral Collections — EphemeralCollection","text":"objects class cloneable method.","code":""},{"path":"/reference/EphemeralCollection.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collections — EphemeralCollection","text":"","code":"EphemeralCollection$clone(deep = FALSE)"},{"path":"/reference/EphemeralCollection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collections — EphemeralCollection","text":"deep Whether make deep clone.","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":null,"dir":"Reference","previous_headings":"","what":"Ephemeral Collection Base — EphemeralCollectionBase","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Base class ephemeral collections; ephemeral collections equivalent SOMA collections stored -memory instead -disk","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> EphemeralCollectionBase","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"uri “ephemeral-collection:<MEMORY_ADDRESS>” soma_type Dummy field ephemeral objects compatibility SOMA collections platform_config Dummy field ephemeral objects compatibility SOMA collections tiledbsoma_ctx Dummy field ephemeral objects compatibility SOMA collections object Dummy field ephemeral objects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list()","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"EphemeralCollectionBase$new() EphemeralCollectionBase$create() EphemeralCollectionBase$open() EphemeralCollectionBase$close() EphemeralCollectionBase$exists() EphemeralCollectionBase$print() EphemeralCollectionBase$get_tiledb_config() EphemeralCollectionBase$length() EphemeralCollectionBase$names() EphemeralCollectionBase$set() EphemeralCollectionBase$get() EphemeralCollectionBase$remove() EphemeralCollectionBase$set_metadata() EphemeralCollectionBase$get_metadata() EphemeralCollectionBase$add_new_collection() EphemeralCollectionBase$add_new_dataframe() EphemeralCollectionBase$add_new_dense_ndarray() EphemeralCollectionBase$add_new_sparse_ndarray() EphemeralCollectionBase$clone()","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Create ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$new(...)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"... Ignored","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Create new, empty ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$create()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Returns new ephemeral collection class class(self)","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-open-","dir":"Reference","previous_headings":"","what":"Method open()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$open(mode)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"mode Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Throws error method supported ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-close-","dir":"Reference","previous_headings":"","what":"Method close()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$close()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Invisibly returns NULL","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-exists-","dir":"Reference","previous_headings":"","what":"Method exists()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$exists()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Returns FALSE ephemeral collections exist -disk","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-print-","dir":"Reference","previous_headings":"","what":"Method print()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Special method printing object representation console","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$print()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base 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(lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$create(internal_use_only = NULL)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-set-","dir":"Reference","previous_headings":"","what":"Method set()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA object collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$set(object, name = NULL, relative = NULL)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"object SOMA object. name name use object. Defaults object URI's base name. relative optional logical value indicating whether new object's URI relative collection's URI. NULL (default), object's URI assumed relative unless tiledb:// URI.","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-get-","dir":"Reference","previous_headings":"","what":"Method get()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Retrieve SOMA object name. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$get(name)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"name name object retrieve. mode Mode open ","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-add-new-collection-","dir":"Reference","previous_headings":"","what":"Method add_new_collection()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA collection collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_collection(object, key)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"object SOMA collection object. key key added.","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-add-new-dataframe-","dir":"Reference","previous_headings":"","what":"Method add_new_dataframe()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA dataframe collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_dataframe(   key,   schema,   index_column_names,   platform_config = NULL )"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"key key added. schema Arrow schema argument passed DataFrame$create() index_column_names Index column names passed DataFrame$create() platform_config platform configuration object platform_config platform configuration object platform_config platform configuration object","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-add-new-dense-ndarray-","dir":"Reference","previous_headings":"","what":"Method add_new_dense_ndarray()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA DenseNdArray collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_dense_ndarray(   key,   type,   shape,   platform_config = NULL )"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"key key added. type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object platform_config platform configuration object platform_config platform configuration object","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-add-new-sparse-ndarray-","dir":"Reference","previous_headings":"","what":"Method add_new_sparse_ndarray()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA SparseNdArray collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_sparse_ndarray(   key,   type,   shape,   platform_config = NULL )"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"key key added. type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object platform_config platform configuration object platform_config platform configuration object","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$clone(deep = FALSE)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-8","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMACollectionCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Collection — SOMACollectionCreate","title":"Create SOMA Collection — SOMACollectionCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Collection — SOMACollectionCreate","text":"","code":"SOMACollectionCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMACollectionCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Collection — SOMACollectionCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMACollectionOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Collection — SOMACollectionOpen","title":"Open SOMA Collection — SOMACollectionOpen","text":"Factory function open SOMACollection reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Collection — SOMACollectionOpen","text":"","code":"SOMACollectionOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMACollectionOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Collection — SOMACollectionOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAContextBase.html","id":null,"dir":"Reference","previous_headings":"","what":"Base SOMA Context — SOMAContextBase","title":"Base SOMA Context — SOMAContextBase","text":"R6 mapping class SOMA context options. class used basis platform-specific contexts checks SOMA-specific context options","code":""},{"path":"/reference/SOMAContextBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Base SOMA Context — SOMAContextBase","text":"tiledbsoma::MappingBase -> tiledbsoma::ScalarMap -> SOMAContextBase","code":""},{"path":"/reference/SOMAContextBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Base SOMA Context — SOMAContextBase","text":"tiledbsoma::MappingBase$get() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$setv() tiledbsoma::MappingBase$to_list() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/SOMAContextBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Base SOMA Context — SOMAContextBase","text":"SOMAContextBase$new() SOMAContextBase$set() SOMAContextBase$clone()","code":""},{"path":[]},{"path":"/reference/SOMAContextBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$new(config = NULL)"},{"path":"/reference/SOMAContextBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"config ...","code":""},{"path":"/reference/SOMAContextBase.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"Base SOMA Context — SOMAContextBase","text":"virtual class directly instantiated","code":""},{"path":[]},{"path":"/reference/SOMAContextBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$set(key, value)"},{"path":"/reference/SOMAContextBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"key Key set value Value add key, NULL remove entry key","code":""},{"path":"/reference/SOMAContextBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"Base SOMA Context — SOMAContextBase","text":"[chainable] Invisibly returns self value added key","code":""},{"path":"/reference/SOMAContextBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"Base SOMA Context — SOMAContextBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAContextBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$clone(deep = FALSE)"},{"path":"/reference/SOMAContextBase.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADataFrame.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMADataFrame — SOMADataFrame","title":"SOMADataFrame — SOMADataFrame","text":"SOMADataFrame multi-column table must contain column called soma_joinid type int64, contains unique value row intended act join key objects, SOMASparseNDArray.  (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMADataFrame — SOMADataFrame","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> SOMADataFrame","code":""},{"path":"/reference/SOMADataFrame.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMADataFrame — SOMADataFrame","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape()","code":""},{"path":"/reference/SOMADataFrame.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMADataFrame — SOMADataFrame","text":"SOMADataFrame$create() SOMADataFrame$write() SOMADataFrame$read() SOMADataFrame$update() SOMADataFrame$shape() SOMADataFrame$clone()","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"SOMADataFrame — SOMADataFrame","text":"Create (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$create(   schema,   index_column_names = c(\"soma_joinid\"),   platform_config = NULL,   internal_use_only = NULL )"},{"path":"/reference/SOMADataFrame.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"schema arrow::schema. index_column_names vector column names use user-defined index columns.  named columns must exist schema, least one index column name required. platform_config platform configuration object internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMADataFrame — SOMADataFrame","text":"Write (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$write(values)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"values arrow::Table arrow::RecordBatch containing columns, including index columns. schema values must match schema SOMADataFrame.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMADataFrame — SOMADataFrame","text":"Read (lifecycle: experimental) Read user-defined subset data, addressed dataframe indexing column, optionally filtered.","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$read(   coords = NULL,   column_names = NULL,   value_filter = NULL,   result_order = \"auto\",   iterated = FALSE,   log_level = \"auto\" )"},{"path":"/reference/SOMADataFrame.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"coords Optional named list indices specifying rows read; (named) list element corresponds dimension name. column_names Optional character vector column names return. value_filter Optional string containing logical expression used filter returned values. See tiledb::parse_query_condition information. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). iterated Option boolean indicated whether data read call (FALSE, default value) several iterated steps. log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADataFrame.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADataFrame — SOMADataFrame","text":"arrow::Table TableReadIter","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-update-","dir":"Reference","previous_headings":"","what":"Method update()","title":"SOMADataFrame — SOMADataFrame","text":"Update (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$update(values, row_index_name = NULL)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"values data.frame, arrow::Table, arrow::RecordBatch. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMADataFrame.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"SOMADataFrame — SOMADataFrame","text":"Update existing SOMADataFrame add remove columns based input: columns present current SOMADataFrame absent new values dropped columns absent current SOMADataFrame present new values added columns present left alone, exception values different type column, entire update fail attribute types changed. Furthermore, values must contain number rows current SOMADataFrame.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-shape-","dir":"Reference","previous_headings":"","what":"Method shape()","title":"SOMADataFrame — SOMADataFrame","text":"Retrieve shape; SOMADataFrames shapeless, simply raises error","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$shape()"},{"path":"/reference/SOMADataFrame.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADataFrame — SOMADataFrame","text":"None, instead .NotYetImplemented() error raised","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMADataFrame — SOMADataFrame","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$clone(deep = FALSE)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADataFrameCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA DataFrame — SOMADataFrameCreate","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrameCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"","code":"SOMADataFrameCreate(   uri,   schema,   index_column_names = c(\"soma_joinid\"),   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADataFrameCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"uri URI TileDB object schema Arrow schema argument SOMA dataframe index_column_names vector column names use user-defined index columns; named columns must exist schema, least one index column name required ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMADataFrameOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA DataFrame — SOMADataFrameOpen","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"Factory function open SOMADataFrame reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrameOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"","code":"SOMADataFrameOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADataFrameOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMADenseNDArray — SOMADenseNDArray","title":"SOMADenseNDArray — SOMADenseNDArray","text":"SOMADenseNDArray dense, N-dimensional array primitive type, offset (zero-based) int64 integer indexing dimension domain [0, maxInt64). SOMADenseNDArray user-defined schema, includes: type: primitive type, expressed Arrow type (e.g., int64, float32, etc), indicating type data contained within array shape: shape array, .e., number length dimension dimensions must positive, non-zero length, must 1 dimensions. default \"fill\" value SOMADenseNDArray zero null value array type (e.g., Arrow.float32 defaults 0.0). write method currently limited writing 2-d matrices. (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMADenseNDArray — SOMADenseNDArray","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> tiledbsoma::SOMANDArrayBase -> SOMADenseNDArray","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMADenseNDArray — SOMADenseNDArray","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape() tiledbsoma::SOMANDArrayBase$create()","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMADenseNDArray — SOMADenseNDArray","text":"SOMADenseNDArray$read_arrow_table() SOMADenseNDArray$read_dense_matrix() SOMADenseNDArray$write() SOMADenseNDArray$clone()","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-read-arrow-table-","dir":"Reference","previous_headings":"","what":"Method read_arrow_table()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Read 'arrow::Table' (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$read_arrow_table(   coords = NULL,   result_order = \"auto\",   log_level = \"warn\" )"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADenseNDArray — SOMADenseNDArray","text":"arrow::Table.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-read-dense-matrix-","dir":"Reference","previous_headings":"","what":"Method read_dense_matrix()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Read dense matrix (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$read_dense_matrix(   coords = NULL,   result_order = \"ROW_MAJOR\",   log_level = \"warn\" )"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADenseNDArray — SOMADenseNDArray","text":"matrix object","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Write matrix data array. (lifecycle: experimental) general write methods higher-dimensional array added.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$write(values, coords = NULL)"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"values matrix. Character dimension names ignored SOMANDArray's use integer indexing. coords list integer vectors, one dimension, length equal number values write. NULL, default, values taken row column names values.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$clone(deep = FALSE)"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADenseNDArrayCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"Factory function create SOMADenseNDArray writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArrayCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"","code":"SOMADenseNDArrayCreate(   uri,   type,   shape,   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADenseNDArrayCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"uri URI TileDB object type Arrow type defining type element array. shape vector integers defining shape array. platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMADenseNDArrayOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"Factory function open SOMADenseNDArray reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArrayOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"","code":"SOMADenseNDArrayOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADenseNDArrayOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Experiment — SOMAExperiment","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment specialized SOMACollection, representing one modes measurement across single collection cells (aka \"multimodal dataset\") pre-defined fields: obs ms (see Active Bindings details). (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperiment.html","id":"adding-new-objects-to-a-collection","dir":"Reference","previous_headings":"","what":"Adding new objects to a collection","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment class provides number type-specific methods adding new object collection, add_new_sparse_ndarray() add_new_dataframe(). methods create new object add member SOMAExperiment. new object always inherit parent context (see SOMATileDBContext) , default, platform configuration (see PlatformConfig). However, user can override default platform configuration passing custom configuration platform_config argument.","code":""},{"path":"/reference/SOMAExperiment.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Experiment — SOMAExperiment","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> SOMAExperiment","code":""},{"path":"/reference/SOMAExperiment.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Experiment — SOMAExperiment","text":"obs SOMADataFrame containing primary annotations observation axis. contents soma_joinid column define observation index domain, obs_id. observations SOMAExperiment must defined dataframe. ms SOMACollection named SOMAMeasurements.","code":""},{"path":"/reference/SOMAExperiment.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Experiment — SOMAExperiment","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$close() tiledbsoma::TileDBGroup$get_metadata() tiledbsoma::TileDBGroup$length() tiledbsoma::TileDBGroup$names() tiledbsoma::TileDBGroup$open() tiledbsoma::TileDBGroup$print() tiledbsoma::TileDBGroup$remove() tiledbsoma::TileDBGroup$set_metadata() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::SOMACollectionBase$add_new_collection() tiledbsoma::SOMACollectionBase$add_new_dataframe() tiledbsoma::SOMACollectionBase$add_new_dense_ndarray() tiledbsoma::SOMACollectionBase$add_new_sparse_ndarray() tiledbsoma::SOMACollectionBase$create() tiledbsoma::SOMACollectionBase$get() tiledbsoma::SOMACollectionBase$initialize() tiledbsoma::SOMACollectionBase$set()","code":""},{"path":"/reference/SOMAExperiment.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment$axis_query() SOMAExperiment$update_obs() SOMAExperiment$update_var() SOMAExperiment$clone()","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-axis-query-","dir":"Reference","previous_headings":"","what":"Method axis_query()","title":"SOMA Experiment — SOMAExperiment","text":"Subset extract data SOMAMeasurement querying obs/var axes.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$axis_query(measurement_name, obs_query = NULL, var_query = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"measurement_name name measurement query. obs_query, var_query SOMAAxisQuery object obs/var axis.","code":""},{"path":"/reference/SOMAExperiment.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperimentAxisQuery object.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-update-obs-","dir":"Reference","previous_headings":"","what":"Method update_obs()","title":"SOMA Experiment — SOMAExperiment","text":"Update obs SOMADataFrame add remove columns. See SOMADataFrame$update() details.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$update_obs(values, row_index_name = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"values data.frame, arrow::Table, arrow::RecordBatch. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-update-var-","dir":"Reference","previous_headings":"","what":"Method update_var()","title":"SOMA Experiment — SOMAExperiment","text":"Update var SOMADataFrame add remove columns. See SOMADataFrame$update() details.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$update_var(values, measurement_name, row_index_name = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"values data.frame, arrow::Table, arrow::RecordBatch. measurement_name name SOMAMeasurement whose var updated. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Experiment — SOMAExperiment","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$clone(deep = FALSE)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Perform axis-based query SOMAExperiment. SOMAExperimentAxisQuery allows easy selection extraction data single SOMAMeasurement SOMAExperiment, obs/var (axis) coordinates /value filter. primary use class slicing SOMAExperiment X layers obs var value /coordinates. (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"x-layer-support","dir":"Reference","previous_headings":"","what":"X Layer Support","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Slicing SOMASparseNDArray X matrices supported; slicing SOMADenseNDArray supported time.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"result-size","dir":"Reference","previous_headings":"","what":"Result Size","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SOMAExperimentAxisQuery query class assumes can store full result axis dataframe queries memory, provides incremental access underlying X NDArray. Accessors n_obs n_vars codify class.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"experiment parent SOMAExperiment object. indexer SOMAAxisIndexer object. obs_query obs SOMAAxisQuery object. var_query var SOMAAxisQuery object. n_obs number obs axis query results. n_vars number var axis query results. obs_df obs SOMADataFrame object. var_df var SOMADataFrame object specified measurement_name. ms SOMAMeasurement object specified measurement_name.","code":""},{"path":[]},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SOMAExperimentAxisQuery$new() SOMAExperimentAxisQuery$obs() SOMAExperimentAxisQuery$var() SOMAExperimentAxisQuery$obs_joinids() SOMAExperimentAxisQuery$var_joinids() SOMAExperimentAxisQuery$X() SOMAExperimentAxisQuery$obsm() SOMAExperimentAxisQuery$varm() SOMAExperimentAxisQuery$obsp() SOMAExperimentAxisQuery$varp() SOMAExperimentAxisQuery$read() SOMAExperimentAxisQuery$to_sparse_matrix() SOMAExperimentAxisQuery$to_seurat() SOMAExperimentAxisQuery$to_seurat_assay() SOMAExperimentAxisQuery$to_seurat_reduction() SOMAExperimentAxisQuery$to_seurat_graph() SOMAExperimentAxisQuery$to_single_cell_experiment() SOMAExperimentAxisQuery$clone()","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Create new SOMAExperimentAxisQuery object.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$new(   experiment,   measurement_name,   obs_query = NULL,   var_query = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"experiment SOMAExperiment object. measurement_name name measurement query. obs_query, var_query SOMAAxisQuery object obs/var axis.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obs-","dir":"Reference","previous_headings":"","what":"Method obs()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve obs TableReadIter","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obs(column_names = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"column_names character vector column names retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-var-","dir":"Reference","previous_headings":"","what":"Method var()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve var arrow::Table","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$var(column_names = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"column_names character vector column names retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obs-joinids-","dir":"Reference","previous_headings":"","what":"Method obs_joinids()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve soma_joinids arrow::Array obs.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obs_joinids()"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-var-joinids-","dir":"Reference","previous_headings":"","what":"Method var_joinids()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve soma_joinids arrow::Array var.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$var_joinids()"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-x-","dir":"Reference","previous_headings":"","what":"Method X()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves X layer linkSOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$X(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obsm-","dir":"Reference","previous_headings":"","what":"Method obsm()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves obsm layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obsm(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-varm-","dir":"Reference","previous_headings":"","what":"Method varm()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves varm layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$varm(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obsp-","dir":"Reference","previous_headings":"","what":"Method obsp()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves obsp layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obsp(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-varp-","dir":"Reference","previous_headings":"","what":"Method varp()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves varp layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$varp(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Reads entire query result list arrow::Tables. low-level routine intended used loaders -core formats, Seurat, can created resulting Tables.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$read(   X_layers = NULL,   obs_column_names = NULL,   var_column_names = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-8","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers name(s) X layer(s) read return. obs_column_names, var_column_names Specify column names var obs dataframes read return.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-sparse-matrix-","dir":"Reference","previous_headings":"","what":"Method to_sparse_matrix()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve collection layer sparse matrix named dimensions. Load layer X, obsm, varm, obsp, varp collections sparse matrix. default matrix dimensions named using soma_joinid values specified layer's dimensions (e.g., soma_dim_0). However, dimensions can named using values obs var column uniquely identifies record specifying obs_index var_index arguments. layers obsm varm, column axis (axis indexed “obs” “var”) set range values present “soma_dim_1”; ensures gaps axis preserved (eg. query “obs” results selecting entries zero given PC)","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_sparse_matrix(   collection,   layer_name,   obs_index = NULL,   var_index = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-9","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"collection SOMACollection containing layer interest, either: \"X\", \"obsm\", \"varm\", \"obsp\", \"varp\". layer_name Name layer retrieve collection. obs_index, var_index Name column obs var (var_index) containing values used dimension labels resulting matrix. Whether values used row column labels depends selected collection:","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Matrix::sparseMatrix","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-","dir":"Reference","previous_headings":"","what":"Method to_seurat()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat(   X_layers = c(counts = \"counts\", data = \"logcounts\"),   obs_index = NULL,   var_index = NULL,   obs_column_names = NULL,   var_column_names = NULL,   obsm_layers = NULL,   varm_layers = NULL,   obsp_layers = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-10","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers named character X layers add Seurat assay names names Seurat slots values names layers within X; names one : “counts” add layer counts “data” add layer data “scale.data” add layer scale.data obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default obs_column_names Names columns obs add cell-level meta data; default, loads columns var_column_names Names columns var add feature-level meta data; default, loads columns obsm_layers Names arrays obsm add cell embeddings; pass FALSE suppress loading dimensional reductions; default, loads dimensional reduction information varm_layers Named vector arrays varm load feature loadings; names must names arrays obsm (eg. varm_layers = c(X_pca = \"PCs\")); pass FALSE suppress loading feature loadings; try determine varm_layers obsm_layers obsp_layers Names arrays obsp load Graphs; default, loads graphs","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Seurat object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-assay-","dir":"Reference","previous_headings":"","what":"Method to_seurat_assay()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat Assay","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_assay(   X_layers = c(counts = \"counts\", data = \"logcounts\"),   obs_index = NULL,   var_index = NULL,   var_column_names = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-11","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers named character X layers add Seurat assay names names Seurat slots values names layers within X; names one : “counts” add layer counts “data” add layer data “scale.data” add layer scale.data obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default var_column_names Names columns var add feature-level meta data; default, loads columns","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Assay object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-reduction-","dir":"Reference","previous_headings":"","what":"Method to_seurat_reduction()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat dimensional reduction","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_reduction(   obsm_layer,   varm_layer = NULL,   obs_index = NULL,   var_index = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-12","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"obsm_layer Name array obsm load cell embeddings varm_layer Name array varm load feature loadings; default, try determine varm_layer obsm_layer obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"DimReduc object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-graph-","dir":"Reference","previous_headings":"","what":"Method to_seurat_graph()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat graph","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-15","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_graph(obsp_layer, obs_index = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-13","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"obsp_layer Name array obsp load graph obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Graph object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-single-cell-experiment-","dir":"Reference","previous_headings":"","what":"Method to_single_cell_experiment()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query SingleCellExperiment object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-16","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_single_cell_experiment(   X_layers = NULL,   obs_index = NULL,   var_index = NULL,   obs_column_names = NULL,   var_column_names = NULL,   obsm_layers = NULL,   obsp_layers = NULL,   varp_layers = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-14","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers character vector X layers add assays main experiment; may optionally named set name resulting assay (eg. X_layers = c(counts = \"raw\") load X layer “raw” assay “counts”); default, loads X layers obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default obs_column_names Names columns obs add colData; default, loads columns var_column_names Names columns var add rowData; default, loads columns obsm_layers Names arrays obsm add reduced dimensions; pass FALSE suppress loading reduced dimensions; default, loads reduced dimensions obsp_layers Names arrays obsp load SelfHits; default, loads graphs varp_layers Names arrays varp load SelfHits; default, loads networks","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-5","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SingleCellExperiment object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-17","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$clone(deep = FALSE)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-15","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAExperimentCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Experiment — SOMAExperimentCreate","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"","code":"SOMAExperimentCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAExperimentCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMAExperimentOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Experiment — SOMAExperimentOpen","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"Factory function open SOMAExperiment reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"","code":"SOMAExperimentOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAExperimentOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAMeasurement.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Measurement — SOMAMeasurement","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement sub-element SOMAExperiment, otherwise specialized SOMACollection pre-defined fields: X, var, obsm/varm, obsp/varp (see Active Bindings details). (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurement.html","id":"adding-new-objects-to-a-collection","dir":"Reference","previous_headings":"","what":"Adding new objects to a collection","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement class provides number type-specific methods adding new object collection, add_new_sparse_ndarray() add_new_dataframe(). methods create new object add member SOMAMeasurement. new object always inherit parent context (see SOMATileDBContext) , default, platform configuration (see PlatformConfig). However, user can override default platform configuration passing custom configuration platform_config argument.","code":""},{"path":"/reference/SOMAMeasurement.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Measurement — SOMAMeasurement","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> SOMAMeasurement","code":""},{"path":"/reference/SOMAMeasurement.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Measurement — SOMAMeasurement","text":"var SOMADataFrame containing primary annotations variable axis, variables measurement (.e., annotates columns X). contents soma_joinid column define variable index domain, var_id. variables measurement must defined dataframe. X SOMACollection SOMASparseNDArrays, contains measured feature values indexed [obsid, varid]. obsm SOMACollection SOMADenseNDArrays containing annotations observation axis. array indexed obsid shape obs. obsp SOMACollection SOMASparseNDArrays containing pairwise annotations observation axis indexed [obsid_1, obsid_2]. varm SOMACollection SOMADenseNDArrays containing annotations variable axis. array indexed varid shape var. varp SOMACollection SOMASparseNDArrays containing pairwise annotations variable axis indexed [varid_1, varid_2].","code":""},{"path":"/reference/SOMAMeasurement.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Measurement — SOMAMeasurement","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$close() tiledbsoma::TileDBGroup$get_metadata() tiledbsoma::TileDBGroup$length() tiledbsoma::TileDBGroup$names() tiledbsoma::TileDBGroup$open() tiledbsoma::TileDBGroup$print() tiledbsoma::TileDBGroup$remove() tiledbsoma::TileDBGroup$set_metadata() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::SOMACollectionBase$add_new_collection() tiledbsoma::SOMACollectionBase$add_new_dataframe() tiledbsoma::SOMACollectionBase$add_new_dense_ndarray() tiledbsoma::SOMACollectionBase$add_new_sparse_ndarray() tiledbsoma::SOMACollectionBase$create() tiledbsoma::SOMACollectionBase$get() tiledbsoma::SOMACollectionBase$initialize() tiledbsoma::SOMACollectionBase$set()","code":""},{"path":"/reference/SOMAMeasurement.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement$clone()","code":""},{"path":"/reference/SOMAMeasurement.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Measurement — SOMAMeasurement","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAMeasurement.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Measurement — SOMAMeasurement","text":"","code":"SOMAMeasurement$clone(deep = FALSE)"},{"path":"/reference/SOMAMeasurement.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Measurement — SOMAMeasurement","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAMeasurementCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Measurement — SOMAMeasurementCreate","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"Factory function create SOMAMeasurement writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurementCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"","code":"SOMAMeasurementCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAMeasurementCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMAMeasurementOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Measurement — SOMAMeasurementOpen","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"Factory function open SOMAMeasurement reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurementOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"","code":"SOMAMeasurementOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAMeasurementOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA NDArray Base Class — SOMANDArrayBase","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"Adds NDArray-specific functionality SOMAArrayBase class. (lifecycle: experimental)","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> SOMANDArrayBase","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape()","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"SOMANDArrayBase$create() SOMANDArrayBase$clone()","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"Create SOMA NDArray named URI. (lifecycle: experimental)","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"","code":"SOMANDArrayBase$create(   type,   shape,   platform_config = NULL,   internal_use_only = NULL )"},{"path":"/reference/SOMANDArrayBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"","code":"SOMANDArrayBase$clone(deep = FALSE)"},{"path":"/reference/SOMANDArrayBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open a SOMA Object — SOMAOpen","title":"Open a SOMA Object — SOMAOpen","text":"Utility function open corresponding SOMA Object given URI, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open a SOMA Object — SOMAOpen","text":"","code":"SOMAOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open a SOMA Object — SOMAOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. SOMACollections, accessed members inherit collection opening timestamp, READ mode collection timestamp defaults time opening.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMASparseNDArray — SOMASparseNDArray","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArray sparse, N-dimensional array offset (zero-based) integer indexing dimension. SOMASparseNDArray user-defined schema, includes: type - primitive type, expressed Arrow type (e.g., int64, float32, etc) shape - shape array, .e., number length dimension dimensions must positive, non-zero length. Note - TileDB sparse array N int64 dimensions domain [0, maxInt64), single attribute.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"duplicate-writes","dir":"Reference","previous_headings":"","what":"Duplicate writes","title":"SOMASparseNDArray — SOMASparseNDArray","text":"duplicate index values allowed, index values already present object overwritten new index values added. (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMASparseNDArray — SOMASparseNDArray","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> tiledbsoma::SOMANDArrayBase -> SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMASparseNDArray — SOMASparseNDArray","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape() tiledbsoma::SOMANDArrayBase$create()","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArray$read() SOMASparseNDArray$write() SOMASparseNDArray$nnz() SOMASparseNDArray$clone()","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Reads user-defined slice SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$read(   coords = NULL,   result_order = \"auto\",   log_level = \"auto\" )"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\". iterated Option boolean indicated whether data read call (FALSE, default value) several iterated steps.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Write matrix-like data array. (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$write(values, bbox = NULL)"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"values matrix-like object coercible TsparseMatrix. Character dimension names ignored SOMANDArray's use integer indexing. bbox vector integers describing upper bounds dimension values. Generally NULL.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-nnz-","dir":"Reference","previous_headings":"","what":"Method nnz()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Retrieve number non-zero elements (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$nnz()"},{"path":"/reference/SOMASparseNDArray.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArray — SOMASparseNDArray","text":"scalar number non-zero elements","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$clone(deep = FALSE)"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":null,"dir":"Reference","previous_headings":"","what":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Blockwise reader SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"tiledbsoma::SOMASparseNDArrayReadBase -> SOMASparseNDArrayBlockwiseRead","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"axis axis iterate blockwise fashion","code":""},{"path":[]},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"SOMASparseNDArrayBlockwiseRead$new() SOMASparseNDArrayBlockwiseRead$tables() SOMASparseNDArrayBlockwiseRead$sparse_matrix()","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Create","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"","code":"SOMASparseNDArrayBlockwiseRead$new(   sr,   array,   coords,   axis,   ...,   size,   reindex_disable_on_axis = NULL )"},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Optional named list integer64 values; must named array$dimnames() axis Axis iterate blockwise manner ... Ignored size size blockwise chunk generate reindex_disable_on_axis Additional axes re-indexed; currently yet implemented","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"method-tables-","dir":"Reference","previous_headings":"","what":"Method tables()","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Read Arrow::Table","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"","code":"SOMASparseNDArrayBlockwiseRead$tables()"},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"blockwise iterator yielding chunks Arrow::Tables","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"method-sparse-matrix-","dir":"Reference","previous_headings":"","what":"Method sparse_matrix()","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Read sparse matrix","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"","code":"SOMASparseNDArrayBlockwiseRead$sparse_matrix(repr = \"T\")"},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"repr Representation sparse matrix return; choose : “T”: returns TsparseMatrix","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"blockwise iterator yielding chunks sparse matrices","code":""},{"path":"/reference/SOMASparseNDArrayCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Sparse Nd Array — SOMASparseNDArrayCreate","title":"Create SOMA Sparse Nd Array — SOMASparseNDArrayCreate","text":"Factory function create SOMASparseNDArray writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArrayCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Sparse Nd Array — SOMASparseNDArrayCreate","text":"","code":"SOMASparseNDArrayCreate(   uri,   type,   shape,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMASparseNDArrayCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Sparse Nd Array — SOMASparseNDArrayCreate","text":"uri URI TileDB object type Arrow type defining type element array. shape vector integers defining shape array. ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMASparseNDArrayOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Sparse Nd Array — SOMASparseNDArrayOpen","title":"Open SOMA Sparse Nd Array — SOMASparseNDArrayOpen","text":"Factory function open SOMASparseNDArray reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArrayOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Sparse Nd Array — SOMASparseNDArrayOpen","text":"","code":"SOMASparseNDArrayOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMASparseNDArrayOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Sparse Nd Array — SOMASparseNDArrayOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Intermediate type choose result format reading sparse array","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"tiledbsoma::SOMASparseNDArrayReadBase -> SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"tiledbsoma::SOMASparseNDArrayReadBase$initialize()","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"SOMASparseNDArrayRead$sparse_matrix() SOMASparseNDArrayRead$tables() SOMASparseNDArrayRead$blockwise()","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"method-sparse-matrix-","dir":"Reference","previous_headings":"","what":"Method sparse_matrix()","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Read sparse matrix (lifecycle: experimental). Returns iterator Matrix::dgTMatrix-class matrixZeroBasedView .","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"","code":"SOMASparseNDArrayRead$sparse_matrix(zero_based = FALSE)"},{"path":"/reference/SOMASparseNDArrayRead.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"zero_based Logical, TRUE returns iterator matrixZeroBasedView FALSE returns iterator Matrix::dgTMatrix-class.","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"SparseReadIter","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"method-tables-","dir":"Reference","previous_headings":"","what":"Method tables()","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Read arrow::Table (lifecycle: experimental). Returns iterator arrow::Table.","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"","code":"SOMASparseNDArrayRead$tables()"},{"path":"/reference/SOMASparseNDArrayRead.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"TableReadIter","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"method-blockwise-","dir":"Reference","previous_headings":"","what":"Method blockwise()","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Read blockwise fashion","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"","code":"SOMASparseNDArrayRead$blockwise(   axis,   ...,   size = NULL,   reindex_disable_on_axis = NULL )"},{"path":"/reference/SOMASparseNDArrayRead.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"axis Axis iterate blockwise manner ... 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FALSE)"},{"path":"/reference/TileDBArray.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Array Base Class — TileDBArray","text":"simplify Return vector bit64::integer64s containing upper bounds. index1 Return used shape 1-based indices (0-based indices returned default)","code":""},{"path":"/reference/TileDBArray.html","id":"returns-9","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"list containing lower upper bounds used shape. simplify = TRUE, returns vector upper bounds.","code":""},{"path":"/reference/TileDBArray.html","id":"method-non-empty-domain-","dir":"Reference","previous_headings":"","what":"Method non_empty_domain()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve non-empty domain dimension. method calls tiledb::tiledb_array_get_non_empty_domain_from_name dimension array.","code":""},{"path":"/reference/TileDBArray.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$non_empty_domain(index1 = FALSE)"},{"path":"/reference/TileDBArray.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Array Base Class — TileDBArray","text":"index1 Return non-empty domain 1-based indices.","code":""},{"path":"/reference/TileDBArray.html","id":"returns-10","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"vector bit64::integer64s one entry dimension.","code":""},{"path":"/reference/TileDBArray.html","id":"method-ndim-","dir":"Reference","previous_headings":"","what":"Method ndim()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve number dimensions (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$ndim()"},{"path":"/reference/TileDBArray.html","id":"returns-11","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"scalar number dimensions","code":""},{"path":"/reference/TileDBArray.html","id":"method-attributes-","dir":"Reference","previous_headings":"","what":"Method attributes()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve array attributes (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$attributes()"},{"path":"/reference/TileDBArray.html","id":"returns-12","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"list tiledb::tiledb_attr objects","code":""},{"path":"/reference/TileDBArray.html","id":"method-dimnames-","dir":"Reference","previous_headings":"","what":"Method dimnames()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve dimension names (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$dimnames()"},{"path":"/reference/TileDBArray.html","id":"returns-13","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array's dimension names","code":""},{"path":"/reference/TileDBArray.html","id":"method-attrnames-","dir":"Reference","previous_headings":"","what":"Method attrnames()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve attribute names (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-15","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$attrnames()"},{"path":"/reference/TileDBArray.html","id":"returns-14","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array's attribute names","code":""},{"path":"/reference/TileDBArray.html","id":"method-colnames-","dir":"Reference","previous_headings":"","what":"Method colnames()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve names columns, including dimensions attributes (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-16","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$colnames()"},{"path":"/reference/TileDBArray.html","id":"returns-15","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array's column names","code":""},{"path":"/reference/TileDBArray.html","id":"method-index-column-names-","dir":"Reference","previous_headings":"","what":"Method index_column_names()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve names index (dimension) columns (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-17","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$index_column_names()"},{"path":"/reference/TileDBArray.html","id":"returns-16","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array index (dimension) names","code":""},{"path":"/reference/TileDBArray.html","id":"method-fragment-count-","dir":"Reference","previous_headings":"","what":"Method fragment_count()","title":"TileDB Array Base Class — TileDBArray","text":"Get number fragments array (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-18","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$fragment_count()"},{"path":"/reference/TileDBArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"TileDB Array Base Class — TileDBArray","text":"objects class cloneable method.","code":""},{"path":"/reference/TileDBArray.html","id":"usage-19","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$clone(deep = FALSE)"},{"path":"/reference/TileDBArray.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Array Base Class — TileDBArray","text":"deep Whether make deep clone.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":null,"dir":"Reference","previous_headings":"","what":"TileDBCreateOptions — TileDBCreateOptions","title":"TileDBCreateOptions — TileDBCreateOptions","text":"Provides strongly-typed access default values platform_config options stored “tiledb” \\(\\rightarrow\\) “create” mapping keys. Intended internal use .","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"TileDBCreateOptions — TileDBCreateOptions","text":"tiledbsoma::MappingBase -> TileDBCreateOptions","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"TileDBCreateOptions — TileDBCreateOptions","text":"tiledbsoma::MappingBase$get() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$set() tiledbsoma::MappingBase$setv() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"TileDBCreateOptions — TileDBCreateOptions","text":"TileDBCreateOptions$new() TileDBCreateOptions$cell_tile_orders() TileDBCreateOptions$dim_tile() TileDBCreateOptions$capacity() TileDBCreateOptions$allows_duplicates() TileDBCreateOptions$dataframe_dim_zstd_level() TileDBCreateOptions$sparse_nd_array_dim_zstd_level() TileDBCreateOptions$offsets_filters() TileDBCreateOptions$validity_filters() TileDBCreateOptions$dim_filters() TileDBCreateOptions$attr_filters() TileDBCreateOptions$write_X_chunked() TileDBCreateOptions$goal_chunk_nnz() TileDBCreateOptions$to_list() TileDBCreateOptions$clone()","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"Create TileDBCreateOptions object","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$new(platform_config = NULL)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"platform_config platform configuration object","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-cell-tile-orders-","dir":"Reference","previous_headings":"","what":"Method cell_tile_orders()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"Returns cell tile orders used. neither cell_order tile_order present, case use default values provided.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$cell_tile_orders()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"two-length character vector names “cell_order” “tile_order”","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dim_tile(dim_name, default = 2048)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"dim_name Name dimension get tiling default Default tiling dim_name set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"cfg <- PlatformConfig$new() cfg$set(   platform = 'tiledb',   param = 'create',   key = 'dims',   value = list(soma_dim_0 = list(tile = 999)) ) (tdco <- TileDBCreateOptions$new(cfg)) tdco$dim_tile(\"soma_dim_0\") tdco$dim_tile(\"soma_dim_1\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$capacity()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$allows_duplicates()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"bool","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dataframe_dim_zstd_level()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$sparse_nd_array_dim_zstd_level()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-5","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$offsets_filters(default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"default Default offset filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-6","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$validity_filters(default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"default Default validity filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-7","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dim_filters(dim_name, default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"dim_name Name dimension get filters default Default filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-8","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples-1","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"filters <- list(   soma_dim_0 = list(tile = 100, filters = list(\"RLE\")),   soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'dims', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) tdco$dim_filters(\"soma_dim_0\") tdco$dim_filters(\"non-existant\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$attr_filters(attr_name, default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"attr_name Name attribute default Default filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-9","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples-2","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"filters <- list(   soma_data_a = list(filters = list(\"RLE\")),   soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'attrs', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) tdco$attr_filters(\"soma_data_b\") tdco$attr_filters(\"non-existant\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$write_X_chunked()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-10","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"bool","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$goal_chunk_nnz()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-11","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-to-list-","dir":"Reference","previous_headings":"","what":"Method to_list()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"...","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$to_list(build_filters = TRUE)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"build_filters Build filters tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-12","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"create options list","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"objects class cloneable method.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$clone(deep = FALSE)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"deep Whether make deep clone.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"## ------------------------------------------------ ## Method `TileDBCreateOptions$dim_tile` ## ------------------------------------------------  cfg <- PlatformConfig$new() cfg$set(   platform = 'tiledb',   param = 'create',   key = 'dims',   value = list(soma_dim_0 = list(tile = 999)) ) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   dims: list(soma_dim_0 = list(tile = 999)) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$dim_tile(\"soma_dim_0\") #> [1] 999 tdco$dim_tile(\"soma_dim_1\") #> [1] 2048   ## ------------------------------------------------ ## Method `TileDBCreateOptions$dim_filters` ## ------------------------------------------------  filters <- list(   soma_dim_0 = list(tile = 100, filters = list(\"RLE\")),   soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'dims', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   dims: list(soma_dim_0 = list(tile = 100, filters = list(\"RLE\")), soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9)))) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$dim_filters(\"soma_dim_0\") #> [[1]] #> tiledb_filter_set_option(tiledb_filter(\"RLE\"),\"COMPRESSION_LEVEL\",-1)  #>  tdco$dim_filters(\"non-existant\") #> list()   ## ------------------------------------------------ ## Method `TileDBCreateOptions$attr_filters` ## ------------------------------------------------  filters <- list(   soma_data_a = list(filters = list(\"RLE\")),   soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'attrs', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   attrs: list(soma_data_a = list(filters = list(\"RLE\")), soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9)))) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$attr_filters(\"soma_data_b\") #> [[1]] #> tiledb_filter_set_option(tiledb_filter(\"RLE\"),\"COMPRESSION_LEVEL\",-1)  #>  #> [[2]] #> tiledb_filter_set_option(tiledb_filter(\"ZSTD\"),\"COMPRESSION_LEVEL\",9)  #>  tdco$attr_filters(\"non-existant\") #> list()"},{"path":"/reference/TileDBGroup.html","id":null,"dir":"Reference","previous_headings":"","what":"TileDB Group Base Class — TileDBGroup","title":"TileDB Group Base Class — TileDBGroup","text":"Base class interacting TileDB groups (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"TileDB Group Base Class — TileDBGroup","text":"TileDBArray TileDBGroup.","code":""},{"path":"/reference/TileDBGroup.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"TileDB Group Base Class — TileDBGroup","text":"tiledbsoma::TileDBObject -> TileDBGroup","code":""},{"path":"/reference/TileDBGroup.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"TileDB Group Base Class — 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tiledbsoma_stats_dump()  tiledbsoma_stats_show()"},{"path":"/reference/tiledbsoma_stats.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"TileDB SOMA statistics — tiledbsoma_stats","text":"tiledbsoma_stats_enable()/tiledbsoma_stats_disable(): Enable disable TileDB's internal statistics. tiledbsoma_stats_reset(): Reset statistics 0. tiledbsoma_stats_dump(): Dump statistics JSON string. tiledbsoma_stats_show(): Print statistics console.","code":""},{"path":"/reference/write_soma.Seurat.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a Seurat object to a SOMA — write_soma.Seurat","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Write Seurat object SOMA","code":""},{"path":"/reference/write_soma.Seurat.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"","code":"# S3 method for Seurat write_soma(   x,   uri,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL )"},{"path":"/reference/write_soma.Seurat.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"x Seurat object uri URI resulting SOMA object ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.Seurat.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.Seurat.html","id":"writing-cell-level-meta-data","dir":"Reference","previous_headings":"","what":"Writing Cell-Level Meta Data","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Cell-level meta data written data frame called “obs” experiment level","code":""},{"path":"/reference/write_soma.Seurat.html","id":"writing-assays","dir":"Reference","previous_headings":"","what":"Writing Assays","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Seurat Assay objects written individual measurements: “data” matrix written sparse matrix called “data” within “X” group “counts” matrix, empty, written sparse matrix called “counts” within “X” group “scale.data” matrix, empty, written sparse matrix called “scale_data” within “X” group feature-level meta data written data frame called “var” Expression matrices transposed (cells rows) prior writing. slots, including results extended assays (eg. SCTAssay, ChromatinAssay) lost","code":""},{"path":"/reference/write_soma.Seurat.html","id":"writing-dimreducs","dir":"Reference","previous_headings":"","what":"Writing DimReducs","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Seurat DimReduc objects written “obsm” “varm” groups measurement: cell embeddings written sparse matrix “obsm” group feature loadings, empty, written sparse matrix “varm” groups; loadings padded NAs include features Dimensional reduction names translated AnnData-style names (eg. “pca” becomes X_pca embeddings “PCs” loadings). slots, including projected feature loadings jackstraw information, lost","code":""},{"path":"/reference/write_soma.Seurat.html","id":"writing-graphs","dir":"Reference","previous_headings":"","what":"Writing Graphs","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Seurat Graph objects written sparse matrices “obsp” group measurement","code":""},{"path":"/reference/write_soma.Seurat.html","id":"writing-seuratcommands","dir":"Reference","previous_headings":"","what":"Writing SeuratCommands","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"Seurat command logs written data frames “seurat_commands” group collection","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"Write SingleCellExperiment object SOMA","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"","code":"# S3 method for SingleCellExperiment write_soma(   x,   uri,   ms_name = NULL,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL )"},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"x object uri URI resulting SOMA object ms_name Name resulting measurement; defaults mainExpName(x) ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-reduced-dimensions","dir":"Reference","previous_headings":"","what":"Writing Reduced Dimensions","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"Reduced dimensions written sparse matrices within obsm group measurement names ms_name","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-column-pairs","dir":"Reference","previous_headings":"","what":"Writing Column Pairs","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"Column-wise relationship matrices written sparse matrices within obsp group measurement names ms_name","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-row-pairs","dir":"Reference","previous_headings":"","what":"Writing Row Pairs","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"Row-wise relationship matrices written sparse matrices within varp group measurement names ms_name","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-coldata","dir":"Reference","previous_headings":"","what":"Writing colData","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"colData written data frame called “obs” experiment level","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-assay-matrices","dir":"Reference","previous_headings":"","what":"Writing Assay Matrices","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"assay matrix written sparse matrix within X group measurement names ms_name. Names assay matrices within X taken assay names. Assay matrices transposed (samples rows) prior writing","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-rowdata","dir":"Reference","previous_headings":"","what":"Writing rowData","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"rowData written data frame called “var” measurement level","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"Write SummarizedExperiment object SOMA","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"","code":"# S3 method for SummarizedExperiment write_soma(   x,   uri,   ms_name,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL )"},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"x object uri URI resulting SOMA object ms_name Name resulting measurement ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-coldata","dir":"Reference","previous_headings":"","what":"Writing colData","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"colData written data frame called “obs” experiment level","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-assay-matrices","dir":"Reference","previous_headings":"","what":"Writing Assay Matrices","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"assay matrix written sparse matrix within X group measurement names ms_name. Names assay matrices within X taken assay names. Assay matrices transposed (samples rows) prior writing","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-rowdata","dir":"Reference","previous_headings":"","what":"Writing rowData","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"rowData written data frame called “var” measurement level","code":""},{"path":"/reference/write_soma.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a SOMA Object from an R Object — write_soma","title":"Write a SOMA Object from an R Object — write_soma","text":"Convert R objects appropriate SOMA counterpart function methods can written provide high-level R \\(\\rightarrow\\) SOMA interface","code":""},{"path":"/reference/write_soma.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a SOMA Object from an R Object — write_soma","text":"","code":"write_soma(x, uri, ..., platform_config = NULL, tiledbsoma_ctx = NULL)"},{"path":"/reference/write_soma.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a SOMA Object from an R Object — write_soma","text":"x object uri URI resulting SOMA object ... Arguments passed methods platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a SOMA Object from an R Object — write_soma","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.html","id":"known-methods","dir":"Reference","previous_headings":"","what":"Known methods","title":"Write a SOMA Object from an R Object — write_soma","text":"Writing Seurat objects Writing SummarizedExperiment objects Writing SingleCellExperiment objects","code":""},{"path":"/reference/write_soma_objects.html","id":null,"dir":"Reference","previous_headings":"","what":"Write R Objects to SOMA — write_soma.DataFrame","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Various helpers write R objects SOMA","code":""},{"path":"/reference/write_soma_objects.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"","code":"# S3 method for DataFrame write_soma(   x,   uri,   soma_parent,   df_index = NULL,   index_column_names = \"soma_joinid\",   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Hits write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for character write_soma(   x,   uri,   soma_parent,   ...,   key = NULL,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for data.frame write_soma(   x,   uri,   soma_parent,   df_index = NULL,   index_column_names = \"soma_joinid\",   ...,   key = NULL,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for matrix write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Matrix write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for TsparseMatrix write_soma(   x,   uri,   soma_parent,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )"},{"path":"/reference/write_soma_objects.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"x object uri URI resulting SOMA object soma_parent parent collection (eg. SOMACollection, SOMAExperiment, SOMAMeasurement) df_index name column x index (row names); default, automatically add row names x attribute named “index” resulting SOMADataFrame index_column_names Names columns x index resulting SOMA object ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext relative [Internal use ] uri relative aboslute sparse Create sparse dense array x type Arrow type encoding x (eg. arrow::int32()); default, attempts determine arrow type arrow::infer_type() transpose Transpose x writing key Optionally register resulting SOMADataFrame soma_parent key; pass NULL prevent registration handle manually shape vector two positive integers giving -disk shape array; defaults dim(x)","code":""},{"path":"/reference/write_soma_objects.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"resulting SOMA array data frame, returned opened write","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-character-arrays","dir":"Reference","previous_headings":"","what":"Writing Character Arrays","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Characters written SOMADataFrames one attribute: “values”; additionally one bit array-level metadata added: “soma_uns_outgest_hint ” value “array_1d ”","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-data-frames","dir":"Reference","previous_headings":"","what":"Writing Data Frames","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Data frames written SOMADataFrames. following transformations applied x: row names added column x entitled “index”, “_index”, random name either option already present x column “soma_joinid” automatically added going [0, nrow(x) - 1] encoded 64-bit integers array type column determined arrow::infer_type(); column contains non-atomic type (excluding factors, complexes,raws), code error ","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-dense-matrices","dir":"Reference","previous_headings":"","what":"Writing Dense Matrices","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Dense matrices written two-dimensional dense arrays. overall shape array determined dim(x) type array determined type arrow::infer_type(x)","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-sparse-matrices","dir":"Reference","previous_headings":"","what":"Writing Sparse Matrices","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Sparse matrices written two-dimensional TileDB sparse arrays COO format: row indices (“”) written “soma_dim_0” column indices (“j”) written “soma_dim_1” non-zero values (“x”) written “soma_data” array type determined type, arrow::infer_type(slot(x, \"x\"))","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Various helpers write Seurat sub-objects SOMA objects.","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"","code":"# S3 method for Assay write_soma(   x,   uri = NULL,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for DimReduc write_soma(   x,   uri = NULL,   soma_parent,   fidx = NULL,   nfeatures = NULL,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Graph write_soma(   x,   uri,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for SeuratCommand write_soma(   x,   uri = NULL,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )"},{"path":"/reference/write_soma_seurat_sub.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"x Seurat sub-object (eg. Assay, DimReduc, Graph) uri URI resulting SOMA object soma_parent parent collection; DimReduc Graph methods, must measurement assay x generated ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext relative [Internal use ] uri relative aboslute fidx integer vector describing location features SeuratObject::Loadings(x) relation soma_parent (eg. match(rownames(Loadings(x)), rownames(assay))) nfeatures number features present soma_parent (eg. nrow(assay))","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Assay method: SOMAMeasurement data x, returned opened write DimReduc Graph methods: invisibly returns soma_parent, opened write, values x added ","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-assays","dir":"Reference","previous_headings":"","what":"Writing Assays","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat Assay objects written individual measurements: “data” matrix written sparse matrix called “data” within “X” group “counts” matrix, empty, written sparse matrix called “counts” within “X” group “scale.data” matrix, empty, written sparse matrix called “scale_data” within “X” group feature-level meta data written data frame called “var” Expression matrices transposed (cells rows) prior writing. slots, including results extended assays (eg. SCTAssay, ChromatinAssay) lost","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-dimreducs","dir":"Reference","previous_headings":"","what":"Writing DimReducs","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat DimReduc objects written “obsm” “varm” groups measurement: cell embeddings written sparse matrix “obsm” group feature loadings, empty, written sparse matrix “varm” groups; loadings padded NAs include features Dimensional reduction names translated AnnData-style names (eg. “pca” becomes X_pca embeddings “PCs” loadings). slots, including projected feature loadings jackstraw information, lost","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-graphs","dir":"Reference","previous_headings":"","what":"Writing Graphs","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat Graph objects written sparse matrices “obsp” group measurement","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-seuratcommands","dir":"Reference","previous_headings":"","what":"Writing SeuratCommands","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat command logs written data frames “seurat_commands” group collection","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-11-1","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.11.1","text":"R changes; update Python","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-11-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.11.0","text":"Add support ingestion SeuratCommand logs Add support outgestion SeuratCommand logs Add support reading *m *p layers SOMAExperimentAxisQuery Add support blockwise iteration Make reopen() public method TileDBObjects Add support resume-mode write_soma() Push default-setting TileDBCreateOptions $initialize() instead accessors Muffle warnings missing command logs outgesting SOMA Seurat SOMADataFrame$shape() throw -yet-implemented error Disable running SeuratObject::.CalcN() outgesting SOMA Seurat","code":""},{"path":[]},{"path":"/news/index.html","id":"fixes-1-6-0","dir":"Changelog","previous_headings":"","what":"Fixes","title":"tiledbsoma 1.6.0","text":"SOMADataFrame, SOMASparseNDArray, SOMADenseNDArray’s write() method now correctly leaves array open write mode","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-5-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.5.0","text":"Add support /O R factors enumerated types SOMADataFrame Add support writing SummarizedExperiment SingleCellExperiment object SOMAs Add support bounding boxes sparse arrays Add support creating SOMADataFrames ordered() columns Add support /O SOMA SingleCellExperiment Add support updating obs var Write string attrs UTF-8 (Python compatibility) Optimize export obsm/varm arrays Seurat Add axis_query() method SOMAExperiment Add to_sparse_matrix() method SOMAExperimentAxisQuery Force exporting v3 assays SeuratObject v5 installed","code":""},{"path":"/news/index.html","id":"tiledbsoma-140","dir":"Changelog","previous_headings":"","what":"tiledbsoma 1.4.0","title":"tiledbsoma 1.4.0","text":"initial release tiledbsoma R package.","code":""},{"path":"/news/index.html","id":"changes-1-4-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.4.0","text":"Added NEWS.md file track changes package TileDBGroup gains names method retrieve names group members Added SOMAMeasurement SOMAExperiment classes spdl now used logging TileDB performance statistics can now collected analysis Added support performing axis-based queries SOMAExperiment via SOMAExperimentAxisQuery class TileDBArray class gained colnames() method returns names dimensions attributes Added internal helpers centrally validate coords value_filter arguments R6 classes’ create() method now return self rather nothing Fixed calculating relative paths 1 URIs contains file:// prefix Added PlatformConfig SOMATileDBContext classes handle SOMA TileDB configuration Add Seurat outgestors SOMAExperimentAxisQuery objects Numeric coordinates passed SOMADataFrame$read() now automatically upcast int64 necessary Add ingestors read data Seurat objects Add methods listing accessing bundled datasets, now includes SOMAExperiment containing pbmc_small dataset SeuratObject package New vignettes describing SOMA objects, reading data , querying SOMA experiments Objects added SOMACollection-based classes using add_new_*() methods now pass parent context platform config SOMAExperimentAxisQuery gained to_sparse_matrix() method retrieving data named sparse matrix SOMAExperiment gained axis_query() construct SOMAExperimentAxisQuery object Add SingleCellExperiment outgestor SOMAExperimentAxisQuery objects","code":""}]
+[{"path":"/articles/UsingPlatformConfig.html","id":"advanced-schema-configuration","dir":"Articles","previous_headings":"","what":"Advanced schema configuration","title":"Using PlatformConfig","text":"Default schema-level TileDB parameters set useful users. particular needs use-cases, though, can use PlatformConfig options override default schema parameters. can passed SOMADataFrameCreate, SOMASparseNDArrayCreate, et al. Coming soon: advice connect from_seurat.","code":"platform_config <- PlatformConfig$new() platform_config$set('tiledb', 'create', 'dataframe_dim_zstd_level', 8) platform_config$set('tiledb', 'create', 'sparse_nd_array_dim_zstd_level', 9) platform_config$set('tiledb', 'create', 'tile_order', 'ROW_MAJOR') platform_config$set('tiledb', 'create', 'cell_order', 'ROW_MAJOR') platform_config$set('tiledb', 'create', 'dims', list(   soma_dim_0 = list(filters = list(list(name=\"ZSTD\", COMPRESSION_LEVEL=9)), tile=100000),   soma_dim_1 = list(filters = list(list(name=\"ZSTD\", COMPRESSION_LEVEL=9)), tile=100000), )) platform_config$set('tiledb', 'create', 'attrs', list(   soma_data_a = list(filters = list(\"RLE\")) )) tdco <- TileDBCreateOptions$new(platform_config)"},{"path":"/articles/soma-experiment-queries.html","id":"overview","dir":"Articles","previous_headings":"","what":"Overview","title":"Querying a SOMA experiment","text":"notebook, ’ll take quick look query SOMAExperiment using SOMAExperimentAxisQuery class. allows easy selection data SOMAMeasurement filtering annotations stored axis data frame (.e., obs var).","code":"library(tiledbsoma)"},{"path":"/articles/soma-experiment-queries.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"Querying a SOMA experiment","text":"Load bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return SOMAExperiment object.","code":"experiment <- load_dataset(\"soma-exp-pbmc-small\") experiment #> <SOMAExperiment> #>   uri: /tmp/RtmpaQAKVL/soma-exp-pbmc-small  #>   arrays: obs  #>   groups: ms"},{"path":"/articles/soma-experiment-queries.html","id":"querying-basics","dir":"Articles","previous_headings":"","what":"Querying basics","title":"Querying a SOMA experiment","text":"perform query ’ll need initialize new SOMAExperimentAxisQuery object, specifying SOMAExperiment SOMAMeasurement within experiment want query. can see current experiment contains single measurement: \"RNA\". Now can construct query object. ’s created, can use query object inspect, select, extract filtered data experiment. example, can use n_obs n_vars determine number observations variables passed filtering criteria. Since didn’t specify filtering criteria, numbers match full size experiment. Number observations: Number variables: can also extract data component experiment. ’ll read obs data frame query using obs() returns iterator arrow::Table. iterator useful data large load memory allowing stream data chunks. applies var() well. load data memory can concatenate chunks iterator shown . reminder arrow:Table can easily cast tibble Alternatively, can use iterator, retrieves data chunks smaller soma.init_buffer_bytes context field. can use iterator’s method $read_next() load chunk memory. example full obs table relatively small fits one chunk. bigger SOMADataFrame can check iteration finished checking logical $read_complete(). demonstrate creating new iterator. can also access expression via X(). Similarly obs() var(), X() intended iteration, case access two different iterators, thus X() returns reader gives access iterator arrow::Table one Matrix::sparse_matrix. Let’s take look Arrow Table iterator: obs example data small enough fit one chunk. bigger data can user iterator$read_complete() check status iteration iterator$concat() concatenate rest chunks. iterator Matrix::sparse_matrix works way. Keep mind matrix format dgTMatrix memory-efficient format type can easily iterated. importantly, resulting object “view” full matrix original shape indexes data corresponding query coordinates filters (see section ).","code":"experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpaQAKVL/soma-exp-pbmc-small/ms  #>   groups: RNA query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\" ) query$n_obs #> [1] 80 query$n_vars #> [1] 230 iterator <- query$obs() obs <- iterator$concat() obs #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> obs$to_data_frame() #> # A tibble: 80 × 9 #>    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents #>          <int> <chr>            <dbl>        <int> <chr>           <chr>         #>  1           0 SeuratProj…         70           47 0               A             #>  2           1 SeuratProj…         85           52 0               A             #>  3           2 SeuratProj…         87           50 1               B             #>  4           3 SeuratProj…        127           56 0               A             #>  5           4 SeuratProj…        173           53 0               A             #>  6           5 SeuratProj…         70           48 0               A             #>  7           6 SeuratProj…         64           36 0               A             #>  8           7 SeuratProj…         72           45 0               A             #>  9           8 SeuratProj…         52           36 0               A             #> 10           9 SeuratProj…        100           41 0               A             #> # ℹ 70 more rows #> # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> iterator <- query$obs() iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator <- experiment$obs$read() iterator$read_complete() #> [1] FALSE iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator$read_complete() #> [1] TRUE reader <- query$X(layer_name = \"counts\") table_irerator <- reader$tables() table_irerator$read_next() #> Table #> 4456 rows x 3 columns #> $soma_dim_0 <int64 not null> #> $soma_dim_1 <int64 not null> #> $soma_data <double not null> reader <- query$X(layer_name = \"counts\") iterator <- reader$sparse_matrix() str(iterator$read_next()) #> Formal class 'dgTMatrix' [package \"Matrix\"] with 6 slots #>   ..@ i       : int [1:4456] 0 0 0 0 0 0 0 0 0 0 ... #>   ..@ j       : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... #>   ..@ Dim     : int [1:2] 80 230 #>   ..@ Dimnames:List of 2 #>   .. ..$ : NULL #>   .. ..$ : NULL #>   ..@ x       : num [1:4456] 1 1 3 1 1 4 1 5 1 1 ... #>   ..@ factors : list()"},{"path":"/articles/soma-experiment-queries.html","id":"adding-filters","dir":"Articles","previous_headings":"","what":"Adding filters","title":"Querying a SOMA experiment","text":"Adding filters requires creating SOMAAxisQuery object allows define coordinates, value filters, axis. ’ll create query obs slices first 40 rows, filters subset based nCount_RNA column. apply filter ’ll pass new SOMAExperimentAxisQuery object. Let’s see many observations query identified. , can load obs data frame memory now includes filtered observations. well X matrix two different formats: arrow::Table Matrix::sparse_matrix dgTMatrix format. re-indexed re-shaped sparse matrix see section .","code":"obs_query <- SOMAAxisQuery$new(   coords = list(soma_joinid = 0:39),   value_filter = \"nCount_RNA > 100\" ) query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\",   obs_query = obs_query ) query$n_obs #> [1] 26 obs <- query$obs(column_names = c(\"obs_id\", \"nCount_RNA\"))$concat() obs$to_data_frame() #> # A tibble: 26 × 2 #>    obs_id         nCount_RNA #>    <chr>               <dbl> #>  1 TGACTGGATTCTCA        127 #>  2 AGTCAGACTGCACA        173 #>  3 AGAGATGATCTCGC        191 #>  4 GGGTAACTCTAGTG        101 #>  5 CTAAACCTGTGCAT        168 #>  6 TTGGTACTGAATCC        135 #>  7 TACATCACGCTAAC        109 #>  8 TTACCATGAATCGC        298 #>  9 ATAGGAGAAACAGA        406 #> 10 GCGCACGACTTTAC        213 #> # ℹ 16 more rows query$X(\"counts\")$tables()$concat() #> Table #> 1485 rows x 3 columns #> $soma_dim_0 <int64 not null> #> $soma_dim_1 <int64 not null> #> $soma_data <double not null> str(query$X(\"counts\")$sparse_matrix()$concat()) #> Formal class 'dgTMatrix' [package \"Matrix\"] with 6 slots #>   ..@ i       : int [1:1485] 3 3 3 3 3 3 3 3 3 3 ... #>   ..@ j       : int [1:1485] 8 11 22 30 31 32 33 34 37 38 ... #>   ..@ Dim     : int [1:2] 80 230 #>   ..@ Dimnames:List of 2 #>   .. ..$ : NULL #>   .. ..$ : NULL #>   ..@ x       : num [1:1485] 13 1 6 5 2 1 2 2 1 1 ... #>   ..@ factors : list()"},{"path":"/articles/soma-experiment-queries.html","id":"export-to-an-annotated-re-indexed-sparse-matrix","dir":"Articles","previous_headings":"","what":"Export to an annotated re-indexed sparse matrix","title":"Querying a SOMA experiment","text":"component queried SOMAExperiment can exported [sparse matrix][Matrix::sparseMatrix-class] using to_sparse_matrix() method. example, let’s create sparse matrix filtered expression data. ’ll create new query returns smaller subset data make output easier read. indicate want access \"counts\" layer \"X\" collection. default, dimensions named using soma_joinid values unique observation variable. However, dimension names can come column obs var arrays uniquely identifies record. expression matrix makes sense name dimensions using cell barcodes gene names, stored obs_id var_id columns, respectively. can use method SOMAExperiment’s collections. Let’s access t-SNE coordinates stored obsm collection’s X_tsne layer, populating row names cell barcodes.","code":"query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\",   obs_query = SOMAAxisQuery$new(coords = 0:9),   var_query = SOMAAxisQuery$new(coords = 0:9) ) query$to_sparse_matrix(   collection = \"X\",   layer = \"counts\" ) #> 10 x 10 sparse Matrix of class \"dgTMatrix\" #>   [[ suppressing 10 column names '0', '1', '2' ... ]] #>                        #> 0 . 1 . . . 1 . .  3 . #> 1 . . . 1 . . . .  7 . #> 2 . . . . . . . . 11 . #> 3 . . . . . . . . 13 . #> 4 . . . 1 . . . .  3 . #> 5 . . . 1 . . . .  4 . #> 6 . . . . . . . .  6 . #> 7 . . . 1 . . . .  4 . #> 8 . . . . . . . .  2 . #> 9 . 1 . . . . . . 21 . query$to_sparse_matrix(   collection = \"X\",   layer = \"counts\",   obs_index = \"obs_id\",   var_index = \"var_id\" ) #> 10 x 10 sparse Matrix of class \"dgTMatrix\" #>   [[ suppressing 10 column names 'MS4A1', 'CD79B', 'CD79A' ... ]] #>                                     #> ATGCCAGAACGACT . 1 . . . 1 . .  3 . #> CATGGCCTGTGCAT . . . 1 . . . .  7 . #> GAACCTGATGAACC . . . . . . . . 11 . #> TGACTGGATTCTCA . . . . . . . . 13 . #> AGTCAGACTGCACA . . . 1 . . . .  3 . #> TCTGATACACGTGT . . . 1 . . . .  4 . #> TGGTATCTAAACAG . . . . . . . .  6 . #> GCAGCTCTGTTTCT . . . 1 . . . .  4 . #> GATATAACACGCAT . . . . . . . .  2 . #> AATGTTGACAGTCA . 1 . . . . . . 21 . query$to_sparse_matrix(   collection = \"obsm\",   layer = \"X_tsne\",   obs_index = \"obs_id\" ) #> 10 x 2 sparse Matrix of class \"dgTMatrix\" #>                          0           1 #> ATGCCAGAACGACT   0.8675977  -8.1007483 #> CATGGCCTGTGCAT  -7.3925306  -8.7717451 #> GAACCTGATGAACC -28.2064258   0.2410102 #> TGACTGGATTCTCA  16.3480689 -11.1633255 #> AGTCAGACTGCACA   1.9113998 -11.1929311 #> TCTGATACACGTGT   3.1475998  -9.9369312 #> TGGTATCTAAACAG  17.8526863  -9.8978901 #> GCAGCTCTGTTTCT  -6.4912187  -8.3874434 #> GATATAACACGCAT   1.3305297  -9.6807936 #> AATGTTGACAGTCA  16.9642732  -9.4295980"},{"path":"/articles/soma-experiment-queries.html","id":"export-to-seurat","dir":"Articles","previous_headings":"","what":"Export to Seurat","title":"Querying a SOMA experiment","text":"query object also contains methods loading results Seurat object (Seurat’s component classes). to_sparse_matrix() method, can specify obs_index var_index use naming dimensions resulting object.","code":"query <- SOMAExperimentAxisQuery$new(   experiment = experiment,   measurement_name = \"RNA\" )  query$to_seurat(   X_layers = c(counts = \"counts\", data = \"data\"),   obs_index = \"obs_id\",   var_index = \"var_id\" ) #> An object of class Seurat  #> 230 features across 80 samples within 1 assay  #> Active assay: RNA (230 features, 0 variable features) #>  2 layers present: counts, data #>  2 dimensional reductions calculated: tsne, pca"},{"path":"/articles/soma-objects.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"SOMA objects overview","text":"Extract bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return file path extracted dataset.","code":"uri <- extract_dataset(\"soma-exp-pbmc-small\") uri #> [1] \"/tmp/RtmpfrfpoI/soma-exp-pbmc-small\""},{"path":"/articles/soma-objects.html","id":"somaexperiment","dir":"Articles","previous_headings":"","what":"SOMAExperiment","title":"SOMA objects overview","text":"SOMAExperiment class represents top-level container experiments include one measurements across set observations (e.g., cells biospecimens). always contains least two objects: obs: SOMADataFrame containing primary annotations observations. ms: SOMACollection individual measurements (.e., modalities). Open SOMAExperiment using file path inspect object: Note opening SOMAExperiment (SOMA object) returns pointer object disk. data actually read memory ’s requested. important full experiment may large fit memory. pre-defined fields within experiment can accessed using $ operator. example, access ms field: returns SOMACollection measurements. ’ll take closer look later. access obs field containing observation annotations:","code":"experiment <- SOMAExperimentOpen(uri) experiment #> <SOMAExperiment> #>   uri: /tmp/RtmpfrfpoI/soma-exp-pbmc-small  #>   arrays: obs  #>   groups: ms experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms  #>   groups: RNA experiment$obs #> <SOMADataFrame> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/obs  #>   dimensions: soma_joinid  #>   attributes: orig.ident, nCount_RNA, nFeature_RNA, RNA_snn_res.0.8, letter.idents, groups,..."},{"path":"/articles/soma-objects.html","id":"somadataframe","dir":"Articles","previous_headings":"","what":"SOMADataFrame","title":"SOMA objects overview","text":"obs field contains SOMADataFrame, multi-column table user-defined schema. schema expressed Arrow Schema, defines column names value types. example, let’s inspect schema obs: Note soma_joinid field exists every SOMADataFrame acts join key objects dataset. , SOMA object accessed, pointer returned data read memory. load data memory, call read()$concat(), returns Arrow Table easily converted data frame appending $to_data_frame(). amount data can read determined soma.init_buffer_bytes configuration parameter, , default, set 16MB column. requested data larger value error thrown. system memory, can increase parameter larger value read data . Alternatively, can use iterated reader, retrieves data chunks smaller soma.init_buffer_bytes parameter. result list Arrow Tables. can also select subset rows SOMADataFrame using coords argument. retrieve required subset disk memory. example, select first 10 rows: NOTE: coords argument 0-based. TileDB columnar format, can also select subset columns: Finally, can use value_filter retrieve subset rows match certain condition. course, can combine arguments together get data need.","code":"experiment$obs$schema() #> Schema #> soma_joinid: int64 not null #> orig.ident: string #> nCount_RNA: double #> nFeature_RNA: int32 #> RNA_snn_res.0.8: string #> letter.idents: string #> groups: string #> RNA_snn_res.1: string #> obs_id: string experiment$obs$read()$concat() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> iterator <- experiment$obs$read() iterator$read_next() #> Table #> 80 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> experiment$obs$read(coords = 0:9)$concat() #> Table #> 10 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string> experiment$obs$read(0:9, column_names = c(\"obs_id\", \"nCount_RNA\"))$concat() #> Table #> 10 rows x 2 columns #> $obs_id <large_string> #> $nCount_RNA <double> experiment$obs$read(value_filter = \"nCount_RNA > 100\")$concat() #> Table #> 62 rows x 9 columns #> $soma_joinid <int64 not null> #> $orig.ident <large_string> #> $nCount_RNA <double> #> $nFeature_RNA <int32> #> $RNA_snn_res.0.8 <large_string> #> $letter.idents <large_string> #> $groups <large_string> #> $RNA_snn_res.1 <large_string> #> $obs_id <large_string>"},{"path":"/articles/soma-objects.html","id":"somacollection","dir":"Articles","previous_headings":"","what":"SOMACollection","title":"SOMA objects overview","text":"SOMACollection persistent container named SOMA objects, stored mapping string keys SOMA object values. analogous named list R. ms member SOMAExperiment implemented SOMACollection. Let’s take look: case, one member: RNA, SOMAMeasurement. specific measurement can accessed name get() method:","code":"experiment$ms #> <SOMACollection> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms  #>   groups: RNA experiment$ms$get(\"RNA\") #> <SOMAMeasurement> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA  #>   arrays: var  #>   groups: obsm, obsp, varm, X"},{"path":"/articles/soma-objects.html","id":"somameasurement","dir":"Articles","previous_headings":"","what":"SOMAMeasurement","title":"SOMA objects overview","text":"SOMAMeasurement unimodal container particular data type (case, RNA). contains following pre-defined fields: var: SOMADataFrame containing primary annotatinos variables (.e., features genes). X: SOMACollection 2D matrices containing feature measurements across observations. matrix within X referred layer. obsm/varm: SOMACollection 2D matrices containing derived results observations/features. Typically used store dimensionality reduction results. obsp/varp: SOMACollection 2D pairwise matrices containing derived results observations/features. Typically used store graphs pairwise relationships.","code":""},{"path":"/articles/soma-objects.html","id":"somasparsendarray","dir":"Articles","previous_headings":"","what":"SOMASparseNDArray","title":"SOMA objects overview","text":"matrix-like data structures contained within SOMAMeasurement’s pre-defined fields represented SOMASparseNDArray objects. SOMASparseNDArray sparse, N-dimensional array, offset (zero-based) integer indexing dimension, user-defined schema, includes: element type, expressed Arrow type, indicating type data contained within array, shape array, .e., number dimensions length dimension. disk, sparse array encodes non-zero records. Elements explicitly stored assumed zeros. Let’s take look X data matrices within RNA measurement: collection contains 3 layers corresponding raw, normalized, scaled slots original Seurat object. X layers can accessed using get(): returns SOMASparseNDArray. , can inspect array’s schema: see two dimensions (soma_dim_0 soma_dim_1) soma_data attribute type double. Let’s look shape: can get number non-zero elements calling nnz(): Let’s load data sparse matrix memory: Note: reading full matrix memory subsetting first 5 rows 10 columns truncate output. uses zero-based underlying representation access accesses one-based view sparse matrix functionality package Matrix imposes . Similarly SOMADataFrames, read() method can define coordinates slice obtain subset matrix disk:","code":"X <- experiment$ms$get(\"RNA\")$X X #> <SOMACollection> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA/X  #>   arrays: counts, data, scale_data X_data <- X$get(\"data\") X_data #> <SOMASparseNDArray> #>   uri: file:///tmp/RtmpfrfpoI/soma-exp-pbmc-small/ms/RNA/X/data  #>   dimensions: soma_dim_0, soma_dim_1  #>   attributes: soma_data X_data$schema() #> Schema #> soma_dim_0: int64 not null #> soma_dim_1: int64 not null #> soma_data: double not null X_data$shape() #> integer64 #> [1] 80  230 X_data$nnz() #> [1] 4456 X_data$read()$sparse_matrix()$concat()[1:5, 1:10] #> 5 x 10 sparse Matrix of class \"dgTMatrix\" #>                                                      #> [1,] . 4.968821 . .        . 4.968821 . . 6.062788 . #> [2,] . .        . 4.776153 . .        . . 6.714813 . #> [3,] . .        . .        . .        . . 7.143118 . #> [4,] . .        . .        . .        . . 6.932079 . #> [5,] . .        . 4.074201 . .        . . 5.161411 . X_data$read(coords = list(soma_dim_0 = 0:4, soma_dim_1 = 0:9))$sparse_matrix()$concat() #> 80 x 230 sparse Matrix of class \"dgTMatrix\" #>                                                                                 #>  [1,] . 4.968821 . .        . 4.968821 . . 6.062788 . . . . . . . . . . . . . . #>  [2,] . .        . 4.776153 . .        . . 6.714813 . . . . . . . . . . . . . . #>  [3,] . .        . .        . .        . . 7.143118 . . . . . . . . . . . . . . #>  [4,] . .        . .        . .        . . 6.932079 . . . . . . . . . . . . . . #>  [5,] . .        . 4.074201 . .        . . 5.161411 . . . . . . . . . . . . . . #>  [6,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [7,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [8,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>  [9,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [10,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [11,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [12,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [13,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [14,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [15,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [16,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [17,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [18,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [19,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [20,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [21,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [22,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [23,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [24,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [25,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [26,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [27,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [28,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [29,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [30,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [31,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [32,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [33,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [34,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [35,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [36,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [37,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [38,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [39,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [40,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [41,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [42,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [43,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [44,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [45,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [46,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [47,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [48,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [49,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [50,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [51,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [52,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [53,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [54,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [55,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [56,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [57,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [58,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [59,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [60,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [61,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [62,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [63,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [64,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [65,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [66,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [67,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [68,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [69,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [70,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [71,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [72,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [73,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [74,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [75,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [76,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [77,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [78,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [79,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #> [80,] . .        . .        . .        . . .        . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                                                 #>  [1,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #>                                                   #>  [1,] . . . . . . . . . . . . . . . . . . . . . . #>  [2,] . . . . . . . . . . . . . . . . . . . . . . #>  [3,] . . . . . . . . . . . . . . . . . . . . . . #>  [4,] . . . . . . . . . . . . . . . . . . . . . . #>  [5,] . . . . . . . . . . . . . . . . . . . . . . #>  [6,] . . . . . . . . . . . . . . . . . . . . . . #>  [7,] . . . . . . . . . . . . . . . . . . . . . . #>  [8,] . . . . . . . . . . . . . . . . . . . . . . #>  [9,] . . . . . . . . . . . . . . . . . . . . . . #> [10,] . . . . . . . . . . . . . . . . . . . . . . #> [11,] . . . . . . . . . . . . . . . . . . . . . . #> [12,] . . . . . . . . . . . . . . . . . . . . . . #> [13,] . . . . . . . . . . . . . . . . . . . . . . #> [14,] . . . . . . . . . . . . . . . . . . . . . . #> [15,] . . . . . . . . . . . . . . . . . . . . . . #> [16,] . . . . . . . . . . . . . . . . . . . . . . #> [17,] . . . . . . . . . . . . . . . . . . . . . . #> [18,] . . . . . . . . . . . . . . . . . . . . . . #> [19,] . . . . . . . . . . . . . . . . . . . . . . #> [20,] . . . . . . . . . . . . . . . . . . . . . . #> [21,] . . . . . . . . . . . . . . . . . . . . . . #> [22,] . . . . . . . . . . . . . . . . . . . . . . #> [23,] . . . . . . . . . . . . . . . . . . . . . . #> [24,] . . . . . . . . . . . . . . . . . . . . . . #> [25,] . . . . . . . . . . . . . . . . . . . . . . #> [26,] . . . . . . . . . . . . . . . . . . . . . . #> [27,] . . . . . . . . . . . . . . . . . . . . . . #> [28,] . . . . . . . . . . . . . . . . . . . . . . #> [29,] . . . . . . . . . . . . . . . . . . . . . . #> [30,] . . . . . . . . . . . . . . . . . . . . . . #> [31,] . . . . . . . . . . . . . . . . . . . . . . #> [32,] . . . . . . . . . . . . . . . . . . . . . . #> [33,] . . . . . . . . . . . . . . . . . . . . . . #> [34,] . . . . . . . . . . . . . . . . . . . . . . #> [35,] . . . . . . . . . . . . . . . . . . . . . . #> [36,] . . . . . . . . . . . . . . . . . . . . . . #> [37,] . . . . . . . . . . . . . . . . . . . . . . #> [38,] . . . . . . . . . . . . . . . . . . . . . . #> [39,] . . . . . . . . . . . . . . . . . . . . . . #> [40,] . . . . . . . . . . . . . . . . . . . . . . #> [41,] . . . . . . . . . . . . . . . . . . . . . . #> [42,] . . . . . . . . . . . . . . . . . . . . . . #> [43,] . . . . . . . . . . . . . . . . . . . . . . #> [44,] . . . . . . . . . . . . . . . . . . . . . . #> [45,] . . . . . . . . . . . . . . . . . . . . . . #> [46,] . . . . . . . . . . . . . . . . . . . . . . #> [47,] . . . . . . . . . . . . . . . . . . . . . . #> [48,] . . . . . . . . . . . . . . . . . . . . . . #> [49,] . . . . . . . . . . . . . . . . . . . . . . #> [50,] . . . . . . . . . . . . . . . . . . . . . . #> [51,] . . . . . . . . . . . . . . . . . . . . . . #> [52,] . . . . . . . . . . . . . . . . . . . . . . #> [53,] . . . . . . . . . . . . . . . . . . . . . . #> [54,] . . . . . . . . . . . . . . . . . . . . . . #> [55,] . . . . . . . . . . . . . . . . . . . . . . #> [56,] . . . . . . . . . . . . . . . . . . . . . . #> [57,] . . . . . . . . . . . . . . . . . . . . . . #> [58,] . . . . . . . . . . . . . . . . . . . . . . #> [59,] . . . . . . . . . . . . . . . . . . . . . . #> [60,] . . . . . . . . . . . . . . . . . . . . . . #> [61,] . . . . . . . . . . . . . . . . . . . . . . #> [62,] . . . . . . . . . . . . . . . . . . . . . . #> [63,] . . . . . . . . . . . . . . . . . . . . . . #> [64,] . . . . . . . . . . . . . . . . . . . . . . #> [65,] . . . . . . . . . . . . . . . . . . . . . . #> [66,] . . . . . . . . . . . . . . . . . . . . . . #> [67,] . . . . . . . . . . . . . . . . . . . . . . #> [68,] . . . . . . . . . . . . . . . . . . . . . . #> [69,] . . . . . . . . . . . . . . . . . . . . . . #> [70,] . . . . . . . . . . . . . . . . . . . . . . #> [71,] . . . . . . . . . . . . . . . . . . . . . . #> [72,] . . . . . . . . . . . . . . . . . . . . . . #> [73,] . . . . . . . . . . . . . . . . . . . . . . #> [74,] . . . . . . . . . . . . . . . . . . . . . . #> [75,] . . . . . . . . . . . . . . . . . . . . . . #> [76,] . . . . . . . . . . . . . . . . . . . . . . #> [77,] . . . . . . . . . . . . . . . . . . . . . . #> [78,] . . . . . . . . . . . . . . . . . . . . . . #> [79,] . . . . . . . . . . . . . . . . . . . . . . #> [80,] . . . . . . . . . . . . . . . . . . . . . ."},{"path":"/articles/soma-reading.html","id":"overview","dir":"Articles","previous_headings":"","what":"Overview","title":"Reading from SOMA objects","text":"tutorial ’ll learn read data various SOMA objects. assume familiarity SOMA objects, recommended go vignette(\"soma-objects\") first. core feature SOMA ability read subsets data disk memory slices. SOMA uses Apache Arrow intermediate -memory storage. , slices can converted native R objects, like data frames matrices.","code":"library(tiledbsoma)"},{"path":"/articles/soma-reading.html","id":"example-data","dir":"Articles","previous_headings":"","what":"Example data","title":"Reading from SOMA objects","text":"Load bundled SOMAExperiment containing subsetted version 10X genomics PBMC dataset provided SeuratObject. return SOMAExperiment object. small dataset easily fits memory, ’ll focus operations can easily scale larger datasets well.","code":"experiment <- load_dataset(\"soma-exp-pbmc-small\")"},{"path":"/articles/soma-reading.html","id":"soma-dataframe","dir":"Articles","previous_headings":"","what":"SOMA DataFrame","title":"Reading from SOMA objects","text":"’ll start obs dataframe. Simply calling read()$concat() method load data memory Arrow Table. easily converted data.frame using Arrow’s methods:","code":"obs <- experiment$obs obs$read()$concat() ## Table ## 80 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read()$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr>"},{"path":"/articles/soma-reading.html","id":"slicing","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Slicing","title":"Reading from SOMA objects","text":"Slices data can read passing coordinates read() method. , let’s take look schema obs: SOMA object, can slice across indexed column (“dimension” TileDB parlance). can use dimnames() retrieve names SOMA object’s indexed dimensions: case, single dimension called soma_joinid. schema can see contains integers. Let’s look ways slice dataframe. Select single row: Select multiple, non-contiguous rows: Select multiple, contiguous rows:","code":"obs$schema() ## Schema ## soma_joinid: int64 not null ## orig.ident: string ## nCount_RNA: double ## nFeature_RNA: int32 ## RNA_snn_res.0.8: string ## letter.idents: string ## groups: string ## RNA_snn_res.1: string ## obs_id: string obs$dimnames() ## [1] \"soma_joinid\" obs$read(coords = 0)$concat() ## Table ## 1 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read(coords = c(0, 2))$concat() ## Table ## 2 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string> obs$read(coords = 0:4)$concat() ## Table ## 5 rows x 9 columns ## $soma_joinid <int64 not null> ## $orig.ident <large_string> ## $nCount_RNA <double> ## $nFeature_RNA <int32> ## $RNA_snn_res.0.8 <large_string> ## $letter.idents <large_string> ## $groups <large_string> ## $RNA_snn_res.1 <large_string> ## $obs_id <large_string>"},{"path":"/articles/soma-reading.html","id":"selecting-columns","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Selecting columns","title":"Reading from SOMA objects","text":"TileDB columnar format, possible select subset columns read using column_names argument:","code":"obs$read(coords = 0:4, column_names = c(\"obs_id\", \"groups\"))$concat() ## Table ## 5 rows x 2 columns ## $obs_id <large_string> ## $groups <large_string>"},{"path":"/articles/soma-reading.html","id":"filtering","dir":"Articles","previous_headings":"SOMA DataFrame","what":"Filtering","title":"Reading from SOMA objects","text":"addition slicing coordinates can also apply filters data using value_filter argument. expressions pushed TileDB engine efficiently applied data disk. examples. Identify cells \"g1\" group: Identify cells \"g1\" \"g2\" group: Altenratively, can use %% operator: Identify cells \"g1\" group 60 features:","code":"obs$read(value_filter = \"groups == 'g1'\")$concat()$to_data_frame() ## # A tibble: 44 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           1 SeuratProj…         85           52 0               A             ##  2           5 SeuratProj…         70           48 0               A             ##  3           6 SeuratProj…         64           36 0               A             ##  4           7 SeuratProj…         72           45 0               A             ##  5           8 SeuratProj…         52           36 0               A             ##  6           9 SeuratProj…        100           41 0               A             ##  7          11 SeuratProj…        191           61 0               A             ##  8          15 SeuratProj…        168           44 0               A             ##  9          17 SeuratProj…        135           45 0               A             ## 10          18 SeuratProj…         79           43 0               A             ## # ℹ 34 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups == 'g1' | groups == 'g2'\")$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups %in% c('g1', 'g2')\")$concat()$to_data_frame() ## # A tibble: 80 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1           0 SeuratProj…         70           47 0               A             ##  2           1 SeuratProj…         85           52 0               A             ##  3           2 SeuratProj…         87           50 1               B             ##  4           3 SeuratProj…        127           56 0               A             ##  5           4 SeuratProj…        173           53 0               A             ##  6           5 SeuratProj…         70           48 0               A             ##  7           6 SeuratProj…         64           36 0               A             ##  8           7 SeuratProj…         72           45 0               A             ##  9           8 SeuratProj…         52           36 0               A             ## 10           9 SeuratProj…        100           41 0               A             ## # ℹ 70 more rows ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr> obs$read(value_filter = \"groups == 'g1' & nFeature_RNA > 60\")$concat()$to_data_frame() ## # A tibble: 20 × 9 ##    soma_joinid orig.ident  nCount_RNA nFeature_RNA RNA_snn_res.0.8 letter.idents ##          <int> <chr>            <dbl>        <int> <chr>           <chr>         ##  1          11 SeuratProj…        191           61 0               A             ##  2          20 SeuratProj…        298           65 1               B             ##  3          21 SeuratProj…        406           74 1               B             ##  4          24 SeuratProj…        463           77 1               B             ##  5          29 SeuratProj…        353           80 1               B             ##  6          50 SeuratProj…        371           75 1               B             ##  7          54 SeuratProj…        443           77 1               B             ##  8          55 SeuratProj…        417           75 0               A             ##  9          56 SeuratProj…        502           81 1               B             ## 10          57 SeuratProj…        324           76 1               B             ## 11          59 SeuratProj…        443           81 0               A             ## 12          60 SeuratProj…        787           88 0               A             ## 13          61 SeuratProj…        612           69 1               B             ## 14          62 SeuratProj…        286           68 0               A             ## 15          63 SeuratProj…        462           86 1               B             ## 16          64 SeuratProj…        872           96 1               B             ## 17          67 SeuratProj…        328           72 1               B             ## 18          68 SeuratProj…        389           73 1               B             ## 19          69 SeuratProj…        754           83 0               A             ## 20          79 SeuratProj…        233           76 1               B             ## # ℹ 3 more variables: groups <chr>, RNA_snn_res.1 <chr>, obs_id <chr>"},{"path":"/articles/soma-reading.html","id":"soma-sparsendarray","dir":"Articles","previous_headings":"","what":"SOMA SparseNDArray","title":"Reading from SOMA objects","text":"SOMASparseNDArray, let’s consider X layer containing \"counts\" data: Similar SOMADataFrame, can load data memory Arrow Table: [Matrix::sparseMatrix()]:","code":"counts <- experiment$ms$get(\"RNA\")$X$get(\"counts\") counts ## <SOMASparseNDArray> ##   uri: file:///tmp/RtmpsKhMSn/soma-exp-pbmc-small/ms/RNA/X/counts  ##   dimensions: soma_dim_0, soma_dim_1  ##   attributes: soma_data counts$read()$tables()$concat() ## Table ## 4456 rows x 3 columns ## $soma_dim_0 <int64 not null> ## $soma_dim_1 <int64 not null> ## $soma_data <double not null> counts$read()$sparse_matrix()$concat() ## 80 x 230 sparse Matrix of class \"dgTMatrix\" ##                                                                                 ##  [1,] . 1  .   . .  1 . .  3 . . 1 . . . . . . . . . .  1 . . . .  . . .  4 . . ##  [2,] . .  .   1 .  . . .  7 . . . . . . . . . . . . 1  1 . 2 . 1  . . .  4 3 1 ##  [3,] . .  .   . .  . . . 11 . . 1 . . . . . . . . . .  . 1 . . .  . . .  4 2 . ##  [4,] . .  .   . .  . . . 13 . . 1 . . . . . . . . . .  6 . . . .  . . .  5 2 1 ##  [5,] . .  .   1 .  . . .  3 . . . . . . . . . . . . .  . . . . .  . . .  4 3 . ##  [6,] . .  .   1 .  . . .  4 . . . . 1 . . . . . . . .  2 1 . . .  . . .  4 1 1 ##  [7,] . .  .   . .  . . .  6 . . . . . . . . . . . . .  4 . . . .  . . .  3 1 1 ##  [8,] . .  .   1 .  . . .  4 . . . . . . . . . . . . .  1 1 . . .  . . .  2 3 . ##  [9,] . .  .   . .  . . .  2 . . . . . . . . . . . . .  . . . . .  . . .  2 2 . ## [10,] . 1  .   . .  . . . 21 . . 1 . . . . . . . . . .  4 . 1 . .  . . .  2 1 1 ## [11,] 2 2  .  14 3  1 3 .  2 . . . 1 . 3 . . . . 1 1 1  2 2 . 2 .  1 1 1  . . . ## [12,] 2 4  5  28 .  6 1 4  9 2 1 3 . 1 . 3 1 1 . . . .  . . 1 2 4  . . .  . . . ## [13,] 4 3  2  18 2  2 . 1  2 . 1 2 1 . 1 . . . . . 1 .  4 . 1 1 . 15 . .  . . . ## [14,] 4 3  2   7 4  2 . 1  4 1 . . . 1 . 1 2 . . . 1 .  1 . . . .  . 1 .  . . . ## [15,] 2 2  5  15 .  2 2 2  4 1 . 1 . . 1 . . 1 . . . 2  . 2 2 . 1  . . .  . . . ## [16,] 3 3  8  28 .  8 . 2  . 1 . 2 . 3 1 . 1 . 1 1 . .  . . 3 . 1  . . 1  . 2 . ## [17,] 3 1  1   7 3  2 2 1  3 . 1 2 1 . . . . . 2 1 . .  4 . . 1 .  . . 1  . . . ## [18,] 4 2  5  26 3  2 1 2  6 . 1 . 2 . . 1 . 1 1 1 . 2  2 . 1 . 1 23 1 .  . . . ## [19,] 2 2  5  10 3  1 1 .  5 1 . 1 2 1 . . 1 . . . 1 1  6 1 . 1 .  . . .  . . . ## [20,] 3 5 12  16 2  2 2 1  7 . 1 . . . . 2 . 3 1 . . .  2 1 1 1 .  . . 1  . . . ## [21,] . .  .   7 .  . 1 .  1 . . . . . . . . . . . . .  3 . . . .  . . .  . . . ## [22,] . .  .  22 .  3 . 1  . . . . . . . . . . . . . .  . . . . .  . . .  . 2 . ## [23,] . .  1   . .  . 1 .  . . . 1 1 . . . . . . . . .  . . . . .  . . .  . . . ## [24,] . .  .  10 .  . . 1  1 . . . . . . . . . . . . .  . 1 . . .  . . .  . . . ## [25,] 1 .  .   6 .  . . .  1 . . . 1 . . . . . . . . .  . . . . .  . . .  1 1 . ## [26,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [27,] . .  .   4 .  1 . .  . . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [28,] . .  1   3 .  . . .  . . . . . . . . . . . . . .  . 1 . . .  . . .  . . . ## [29,] . .  .   7 .  1 . 2  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [30,] . 1  .  13 .  . . .  1 . . . 1 . . . . . . . . .  . . 1 . .  . . .  . . . ## [31,] . 1  .   . .  . . .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [32,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . 1 . . .  . . .  7 . . ## [33,] . 2  .   . .  . . .  . . . . . . . . . . . . . .  . . . 1 .  . . .  . 1 . ## [34,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  . 1 . . .  . . .  . 1 . ## [35,] . .  .   1 .  . . .  . . . 1 . . . . . . . . . .  . . . 1 .  . . .  . . . ## [36,] . .  .   . .  . . .  . . . 1 . 1 . . . . . . . .  1 . . . .  . . .  . . . ## [37,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  1 . . ## [38,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . 1 . .  . . .  . 2 . ## [39,] . .  .   . .  . . .  . . . . . 1 . . . . . . . .  4 . . . .  . . .  1 . . ## [40,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . 1 .  . . .  . . . ## [41,] . .  .   . .  . . .  . . . . . . . . . . . . . .  7 . . . .  . . .  . 1 . ## [42,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  1 . . . .  . . .  2 . . ## [43,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  3 . . . .  . . .  3 . . ## [44,] . .  .   . .  . . .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . . . ## [45,] . .  .   . .  . . .  7 . . 1 . . . . . . . . . .  6 1 1 . .  . . .  3 . . ## [46,] . .  .   1 .  . . .  1 . . . . . . . . . . . . .  1 . . 3 .  . . . 15 . . ## [47,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  1 1 . ## [48,] . .  .   1 .  . . .  1 . . . . 1 . . . . . . . .  1 . . . .  . . .  3 . . ## [49,] . .  .   . .  . . .  5 . . . . . . . . . . . . .  . . . . .  . . .  6 . . ## [50,] . .  .   . .  . . .  3 . . . . . . . . . . . . .  1 . . . .  . . .  4 1 . ## [51,] . 1  .  10 .  . . .  1 . . . . . 1 . . . . . . .  . 1 . . .  . . .  . . . ## [52,] . .  .  10 .  1 . .  2 . . . . . . . . . . . . .  1 . . . .  . . .  . 2 . ## [53,] . 1  .   4 .  1 . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [54,] . 1  .   1 .  . . 1  . . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [55,] . 2  .   6 .  2 . 1  1 . . 1 . . 1 . . . . . . 1  . . . . .  . . .  . . . ## [56,] . 2  .  28 .  . 1 .  1 . . . . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [57,] . .  .  10 .  . . .  1 . . 1 . . . . . . . . . 1  . . . . .  . . .  . 1 . ## [58,] . .  .  13 .  1 . 1  1 . . . 1 . . . . . . . . 1  . 1 . . .  . . .  . . . ## [59,] . 3  .   5 .  1 1 .  2 . . . . . . . . . . . . .  1 . . . .  . . .  . . . ## [60,] . .  .   8 .  . . 1  1 . . . . . . . . . . . . .  2 . 1 . .  . . .  . . . ## [61,] . .  . 108 . 21 . 3  . . . 1 . . 1 . . . . . . 2 12 . . 1 .  . . .  . 1 . ## [62,] . .  .  93 . 21 . 2  1 . . . . . . . . . . . . .  3 . 2 . .  . . .  . 1 . ## [63,] . .  .  41 .  3 . 1  . . . . . . . . . . . . . .  1 . 1 1 .  . . .  . . . ## [64,] . 4  8  42 4  5 . 4  5 . . 3 . . . 1 . . . . 1 .  3 . 1 1 .  . . 2  . . . ## [65,] . 1  . 138 . 11 . 5  . . . 1 . . 1 . . . . . . .  . . . 1 .  . . .  . . . ## [66,] . .  .  77 . 11 . 2  . . . . . . . . . . . . . 1  1 . . . .  . . .  . 1 . ## [67,] . .  .  76 . 10 . 1  . . . . . . 1 . . . . . . .  2 . . . .  . . .  . . . ## [68,] 1 .  .  15 .  1 . 1  . . . . . . . . . . . . . .  . . . . .  . . .  . 1 . ## [69,] . .  1  19 .  2 . 1  1 . . . . . . . . . . . . .  . . . 1 1  . . .  . . . ## [70,] . .  . 104 . 11 . 5  4 . . 1 . . . . . . . . . .  2 . . . .  . . .  1 1 . ## [71,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [72,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [73,] . .  .   . .  . . .  1 . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [74,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [75,] . .  .   2 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [76,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . 1 . 1  . . .  . . . ## [77,] . .  .   1 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [78,] . .  .   . .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [79,] . .  .   2 .  . . .  . . . . . . . . . . . . . .  . . . . .  . . .  . . . ## [80,] . .  .   7 .  1 . .  . . . . 1 . . . . . . . . .  . . . 1 .  . . .  . . . ##                                                                                ##  [1,] 1  5 . 1  . 1 . . . 3 3 . 1 3 . 1 1 1 1  2 . 1 2 1 2 1  .  . .  . 1 .  . ##  [2,] .  2 . 1  1 1 5 2 2 2 3 . . 1 2 . . 2 .  . . 3 2 1 . .  .  . .  . . .  1 ##  [3,] 2  1 1 .  1 . . 1 . 1 . . 1 2 1 . 2 . .  1 1 2 2 1 . .  .  . .  . 9 .  1 ##  [4,] 2  2 . .  1 1 . 1 2 6 4 2 . 5 4 . . . .  1 2 3 3 1 2 1  .  . .  . 8 .  1 ##  [5,] .  2 . . 36 . 2 . 1 5 2 . . 2 3 . 2 1 . 54 . 2 2 . . .  .  . .  1 1 .  3 ##  [6,] 1  . 2 .  . . . 2 2 3 1 1 1 4 1 1 . . .  2 1 . 1 . . 1  .  . .  . . 1  . ##  [7,] .  1 3 1  . . 1 1 . 4 1 . . 3 3 1 . . .  1 2 . . . 2 1  .  . .  . 3 .  . ##  [8,] 1 12 2 1  . 1 1 . 2 . 2 1 1 2 4 1 . . 1  1 2 . . 1 1 .  .  . .  . 3 .  . ##  [9,] 2  . 3 1  . . . 1 3 1 1 . 1 3 2 . 1 . .  1 . 1 3 2 1 .  .  . .  . . .  . ## [10,] 1  9 . 1  . 1 1 . 1 6 1 . 1 . . . . . 1  3 1 . . . 1 .  .  . .  . 3 .  . ## [11,] .  . . .  . . . . 1 . . . . . . . . . .  1 . . . . . .  .  . .  . . .  . ## [12,] .  . . .  . . . . 1 1 1 . . 2 . . . . .  2 1 . 1 . . .  .  . .  . . .  . ## [13,] .  . 1 .  . . . . . . 1 . . 1 . . . . .  . . . . . . .  .  . .  . . 1  . ## [14,] .  . . .  . . . . . . . . . 1 . . . . .  1 . . . . . .  .  . .  2 . .  . ## [15,] .  1 . .  . . . . . . . . 1 5 . . . . .  . . 1 . . . .  1  . .  . . .  . ## [16,] .  . 1 .  . . . . . . . . 1 . . . . . .  . . 1 . . . .  1  . .  . . .  . ## [17,] .  . . .  . . . . . 2 1 . . . . . . . .  . . . . 1 . .  .  . .  . . .  2 ## [18,] .  . . .  . . . . . . 3 . . 1 1 . . . .  . . . . . . .  1  . .  1 . 1  . ## [19,] .  1 . .  . . . . . 1 1 . 1 . 1 . . . .  . . 1 . . . .  .  1 1  . . .  . ## [20,] .  . 1 .  . . 1 . . . 1 . . . 1 . . . .  . . 1 . . . .  .  . .  . . .  . ## [21,] .  1 . .  . . . . . 1 . . . . 1 1 . . .  . . . . . . .  .  . .  2 . .  . ## [22,] .  . . .  . . . . . 2 . . . . . . . . .  2 . . . . . .  .  . .  1 . .  . ## [23,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [24,] .  . . .  . . . . . 2 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [25,] .  . . .  . . . 1 . 1 3 . . 1 . . . . .  1 . 1 . 1 . .  1  . .  . . 1  . ## [26,] .  1 . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [27,] .  . . 1  . . . . . 1 . . . 1 . . . . .  . . . . 1 . .  .  . .  1 . .  . ## [28,] .  . . .  . . . . . . . . . 1 . . . . .  . . 1 . 1 . .  .  . .  . . .  . ## [29,] .  . . .  1 . . . 1 . . . . . . . . . .  . . . . . 1 .  1  . .  . . .  . ## [30,] .  1 1 .  . . . . . . 1 . . 1 . . 1 . .  3 . . . . . .  .  . .  1 . .  . ## [31,] .  2 . .  1 . . . . . . . 1 2 . . . . .  1 . . 3 . . .  1  1 . 35 . .  . ## [32,] 2  . . .  . . . . . . . . . 2 1 . . . .  . . . . . . .  .  3 . 14 2 .  . ## [33,] .  . . .  . . . . . . . . . . . . . . .  1 . . 1 . . .  .  2 . 12 . .  . ## [34,] .  . . .  . . . . . 2 . . . 2 1 . . . . 15 1 1 1 . 1 .  .  3 . 30 5 .  . ## [35,] .  . . .  1 . . . . 2 . . . . . . . . .  . . . 1 . . .  .  2 . 20 4 .  . ## [36,] .  . . .  . . . 1 . . . . . . . . 1 . .  . . . 3 . . .  .  4 . 27 . .  2 ## [37,] .  . . .  . . . . . 1 . . . . . . 1 . .  . . 1 4 . 2 .  1  8 . 28 . .  . ## [38,] .  . . 1  . . . . . . . . . 1 . . . . .  . 1 . 2 . . .  1  6 . 10 . .  . ## [39,] .  . . .  . . . . . . . . . 3 1 . . . .  . . . 1 . . .  1  1 . 25 . .  1 ## [40,] 2  . . .  . . . . . . . . 1 1 . . . . .  1 1 . 1 . . .  . 11 . 27 7 .  1 ## [41,] .  . . .  . . . . . 2 2 . . 1 1 1 . . .  2 . . 2 . . .  .  1 1 31 8 .  . ## [42,] .  1 . .  . . . . . 1 2 . . . . . . . .  1 . . 1 . 1 .  1  4 . 22 5 1  1 ## [43,] .  3 . .  . . . . . 4 . . . . 2 . . . .  3 1 1 4 . . .  1  1 2  7 5 .  1 ## [44,] .  1 . .  . . . . . . 1 . . 1 . . . . .  1 . . . . . .  1  2 1  2 . .  2 ## [45,] .  1 . .  . . . 1 . 4 . 1 . 2 1 . . . .  . . . 2 . . .  .  1 2  4 7 . 47 ## [46,] .  1 . .  . . . . 1 4 . . . . 2 . . . .  1 . . . 2 . .  .  2 . 14 1 .  . ## [47,] 2  . . .  . . . . 1 . . . . 2 . . . . .  1 . . . . . .  1  2 . 16 6 1  1 ## [48,] .  2 1 .  . . . 1 . . 1 . . 3 1 . . . .  1 . . . . . .  .  1 2  4 7 1  1 ## [49,] .  . . .  2 . . . . . . . . . 5 . . . .  . . . . . . . 39  5 . 29 6 1  1 ## [50,] .  2 1 .  . . . . . 2 . . . 1 2 . . . .  1 3 . 1 . 1 1  .  1 3  8 1 1  1 ## [51,] .  . . 1  . . . 1 . . 1 . . . . 1 . . .  . . 1 . . 1 .  .  . .  5 . .  . ## [52,] .  . . .  . 1 . . . . 1 . . 2 . . 1 . .  1 . . . 1 1 .  .  . .  3 . .  2 ## [53,] .  . . 1  . . . . . 1 . . . . . . . . .  . . . . . 1 .  .  . .  . . .  . ## [54,] .  . . .  . . . . . . 1 . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [55,] .  . 1 .  . . . . . . 1 . . 2 . . . . .  . . . . . . .  .  . .  . . .  . ## [56,] .  . . .  . . . . 2 2 . . 2 . . . . . .  1 . 1 . . . .  .  . .  . . .  . ## [57,] .  . . .  1 . . . 3 . . . . 1 . . 1 . .  . . . . . 1 .  1  . .  5 1 1  2 ## [58,] .  . . .  . . . . . 1 . . . . . 1 . . .  3 . . . . . .  .  . .  . 1 .  . ## [59,] .  . . .  1 . . . . . . . . 2 . . . . .  1 . . . . . .  .  . .  . . .  1 ## [60,] .  . . .  . . . . 1 1 1 . 1 1 . . . . .  . . 1 . . 1 .  2  . .  . . 1  . ## [61,] .  1 . .  1 . . 1 . 2 . 1 . 4 1 . . . .  . . . . . . .  3  . .  . . .  . ## [62,] .  1 . .  . . . . . . . . . . . 1 . . .  2 . 1 . 1 2 .  .  . .  1 . .  . ## [63,] .  1 . .  . . . . 1 . . . . . . . . . .  1 . 1 . . . .  .  1 .  . . .  . ## [64,] .  . . .  . . . . 1 5 2 . . 4 . . . . .  1 . . . . 2 .  2  . .  . . 1  . ## [65,] 2  1 . .  1 . . . 1 2 3 . . 2 . . . . .  3 1 4 . . . .  .  1 .  1 1 .  . ## [66,] 1  . . .  . . . . 1 2 1 . . 4 . . 1 . .  . . . . . 1 .  .  . .  3 . 1  1 ## [67,] .  . . .  1 . . . . . . . . 1 . . . . .  1 . 2 . . . .  1  . .  . . .  . ## [68,] .  1 . .  . . . . 1 1 . . . . . . . . .  5 . . . . . .  .  . .  1 . .  . ## [69,] .  . . .  . . . . . 2 . . . . . . . . . 13 . . . . 1 .  .  1 .  . . .  . ## [70,] .  . . .  2 . . . . . . . . 1 1 . . . .  2 . . 1 . . .  .  . 1  1 . .  . ## [71,] .  . . .  . . . . . 1 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [72,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [73,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  1 ## [74,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [75,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [76,] .  1 . .  . . . . . 1 . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [77,] .  . . .  . . . . . . . . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [78,] .  . . .  . . . . . . 1 . . . . . . . .  . . . . . . .  .  . .  . . .  . ## [79,] .  . . .  . . . . . . . . . . 1 . . . .  . . . . . . .  .  . .  . . .  . ## [80,] .  . . .  . . . . 1 1 1 . . . . . . . .  . . . . . . 1  .  . .  . 1 .  . ##                                                                                ##  [1,] . .  . . . .  . . . . . 1 . . . 1  . . . . . .  .  .   1 .  1  . .  .  . ##  [2,] . 3  . . 2 .  2 . . 1 . 2 . . . .  . . . . . .  .  1   1 .  1  . .  .  . ##  [3,] . 2  . . 2 .  . . . . . 2 . . . .  . . . . 1 .  .  1   1 .  .  . .  1  . ##  [4,] . .  2 . 4 .  . . 1 . . . 1 . . .  . . . 1 . 1  .  .   . .  .  2 .  1  . ##  [5,] 1 1  . . 1 .  . 1 . . . . . . . .  . . . . 1 2  .  .   . .  .  . .  .  1 ##  [6,] . 1  . . 1 .  . . . . . 1 1 . . .  . . . . . .  .  .   1 .  .  . .  .  . ##  [7,] . 2  1 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  1 .  .  . ##  [8,] . .  . 1 . .  1 . . . . . 1 . . .  1 . . . . .  .  1   . .  .  . .  .  . ##  [9,] . .  . . . .  . . . . . 2 2 . 1 .  . . . . 1 .  .  .   1 .  1  1 .  .  . ## [10,] . 2  . . 6 .  2 . . . . 1 . . . .  . . . . . .  .  .   . .  .  . .  4  . ## [11,] . .  . . . .  . . . . . . . . . .  . 1 . . . 1  .  .   1 .  1  . .  .  . ## [12,] 1 .  . . 1 .  . 2 . . . . 2 . . 1  . . . . 1 1  .  .   4 .  .  . .  1  . ## [13,] . .  . . . .  . . . . . . 1 1 . .  . . . . . .  .  .   . .  .  . .  1  . ## [14,] . .  . . . .  . . . . . . . . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [15,] . .  . . 1 .  . . . . . . 1 . . 1  . . . . . .  .  .   . .  .  . .  1  . ## [16,] . .  . 1 1 .  . . . . 1 . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [17,] . .  . . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [18,] . .  . . 1 .  . . . . . . 1 . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [19,] . .  . . . .  . . . . . . . . . .  . . . . . 1  .  .   1 .  .  . .  1  . ## [20,] . .  . . . .  . 1 . . . 2 1 . . .  . . . . . .  .  .   . .  .  . .  1  . ## [21,] 1 .  . . . .  . . . . . . 1 . . .  . . . . . 2 18 30  50 1 10 14 3  3  4 ## [22,] . .  1 . . .  1 . 1 . . . . 1 . .  . . . . . .  5 12  29 2  6 13 2 13  7 ## [23,] . .  . . . .  1 1 . . . . . . . .  . . . . . . 25 51  25 2  5  3 .  5  1 ## [24,] . .  . . . .  1 . . . . . . . . .  . . . . . .  5 22  49 4  9 10 .  .  6 ## [25,] . .  . . 3 .  1 . . . . . 1 . . .  . . . . . . 25 85  98 1  7 16 1 11  5 ## [26,] . .  . . . .  . . . . . . . . . .  . . . . . .  6  3  11 .  1  4 .  .  1 ## [27,] . .  . . 1 .  . . . . . . . 1 . .  . . . . . . 24 54  59 1  1 13 1  2  6 ## [28,] . .  . . . .  . . . . . . . . . .  . . . . . . 40 55  28 1  2 12 .  3  4 ## [29,] . .  . . 1 .  . . . . 1 1 . . . .  . . . . . . 16 35  34 3  8 19 1  5  5 ## [30,] . .  1 . . .  . . . . . . 1 . . 1  . . . 1 . . 11 17  16 .  7 12 . 10  1 ## [31,] 4 .  . . . .  . . . . . 1 . . . 1  . . . . . .  1  .   . .  .  3 .  .  . ## [32,] 4 1  2 . 2 .  . . . . . 1 . . . 1  . . 1 . . .  .  .   . .  .  . .  1  . ## [33,] 2 .  5 . . .  1 . . 1 . . . 1 . 1  . . 1 . . .  .  .   1 .  .  4 .  .  . ## [34,] 7 2 14 1 . .  1 . . . . 1 . . . .  . . 1 . . 2  .  1   . .  .  3 .  1  2 ## [35,] 2 1  . . 1 .  . . . . . 1 . . 2 .  . . . . . 2  .  1   2 .  .  6 .  .  . ## [36,] 4 1 29 . . .  2 1 . . . . 1 . . .  . . . . . 1  1  .   . .  .  7 .  1  . ## [37,] 3 1  1 . 1 .  . . . . . . 1 . . .  . . . 2 . 1  .  1   . .  .  3 .  .  . ## [38,] 3 2  7 . . .  1 . . . . 1 1 . 3 .  . . . . . 1  .  .   1 .  1  4 .  .  . ## [39,] 2 1  5 . 1 .  1 . . . . . 2 . . .  . . . . . 1  .  .   . .  .  5 .  .  . ## [40,] 5 . 25 . 2 .  1 1 . . . 1 1 . 2 2  . . . . 1 .  .  .   . .  . 15 .  .  1 ## [41,] 2 1  . 1 1 1  1 1 1 . . . 1 . . 1  1 . 1 . . 2  .  .   . .  .  2 .  5  . ## [42,] 3 1 14 . 2 .  . 2 . . 1 1 2 1 1 1  1 . . 1 . 1  .  .   1 .  .  . .  1  . ## [43,] 1 2 27 1 1 .  2 . . 3 . 3 1 . . .  1 1 . . 1 2  .  .   1 .  .  1 .  1  . ## [44,] 1 .  3 . 1 .  1 1 . . . . 1 1 . 1  . 1 . 1 1 .  .  .   . .  .  1 .  .  . ## [45,] . 1 13 . 1 1  . 1 1 1 . 1 1 . . 1  . 1 2 1 2 2  .  .   . .  .  . .  .  . ## [46,] 2 2 17 1 2 .  . 1 . 3 . . . 1 . 1  . 2 1 . . 1  .  .   . .  .  . .  .  . ## [47,] 8 1  7 . 4 .  1 . 1 3 . . 1 . 1 1  . . . . . .  .  .   . .  1  . .  1  . ## [48,] 4 1  3 1 1 .  1 1 . . 1 7 2 1 4 .  . . 1 1 . 1  .  .   1 .  .  . .  .  . ## [49,] 5 1 16 1 2 1 17 1 . . 1 . . 1 1 1  . . . 1 . 2  .  .   . .  .  . .  1  . ## [50,] 2 1 12 . 4 1  . . . . 2 1 2 . 1 . 13 . . . 1 .  .  .   . .  2  . .  .  . ## [51,] . .  3 . 2 .  . 1 . . . . . . . .  . . . . . .  2 20  41 . 13 11 .  2  6 ## [52,] . .  1 . 1 .  . . . . . . 1 . . .  . . 1 . . 1  2  6   4 .  7 21 .  2  5 ## [53,] . .  . . . .  1 . . . . . . . . .  . . . . . .  .  1   3 .  5  2 .  2  1 ## [54,] . .  . . . .  . . . . . . . . . .  . . . . . .  4  .   3 .  1  5 .  .  1 ## [55,] . .  . . 2 .  1 . . . . . . . . .  . . . . . .  3 10  14 .  4 21 .  2  6 ## [56,] . .  . . . .  . . . . . . . . . .  . . 1 . . 2  .  4  17 1  3 13 .  1  4 ## [57,] . 1  . . 3 .  1 . . . . . 1 . . .  . . . . . 1  1  8   7 .  1 16 .  1  3 ## [58,] . .  . . 1 .  . . . . . . 1 . . .  . . . . . 1  1  6   6 .  1  9 .  1  2 ## [59,] . .  . . 3 .  2 . . . . . . . . 2  . . . . . .  2  .   9 .  2 16 .  2  4 ## [60,] . .  . . 1 .  . . . . . . 1 . . .  . . . . 1 1  .  .   6 .  . 17 .  9  5 ## [61,] . .  . 2 . .  1 1 . . . . . 1 . 1  1 . . 1 1 1  .  .  76 .  .  2 .  2  1 ## [62,] . .  1 . 2 .  . . . . . . . . . .  . . . . . .  2  .  20 .  .  8 .  2  3 ## [63,] . .  . . 3 .  . . . . . 1 1 . . 1  . . . . . .  .  1  24 .  3  6 .  .  2 ## [64,] . .  . . . .  1 1 . . . . 1 . . .  . . . . . .  2 10  79 2  1  9 1  1  5 ## [65,] 1 .  1 1 1 .  1 2 . . . . . . . 1  . . 1 . . 1  1  .  53 2  2 11 .  1 14 ## [66,] 1 .  1 . 3 .  . 2 . . . . . 1 . .  . . . . . 4  9 41  53 1  4 14 1  6 11 ## [67,] . .  . . 2 .  . . . . . . 2 1 . .  . . . . 1 .  1 11  87 1  6 10 .  1  3 ## [68,] . .  . . . .  1 . . . . . . . . .  . . . . . 1 23 32  76 1  1 10 .  3  4 ## [69,] . .  . . 4 .  . . . . . . . . . .  . . . . . .  4 17  42 .  .  6 1  2  8 ## [70,] 1 .  . . 2 .  . . . 1 . 2 . . . .  . . . . . 2  .  . 114 .  .  7 1  4  4 ## [71,] . .  8 . . .  . . . . . . . . . .  . . . . . .  .  3   3 .  .  . .  .  . ## [72,] . .  5 . . .  . . . . . . . . . .  . . . . . .  1  .   1 .  .  . .  .  . ## [73,] . .  4 . . .  . . . . . . . . . 1  . . . . . .  .  .   1 .  .  . .  .  . ## [74,] . . 10 . . .  . . . . . . . . . .  . . . 1 . .  .  .   . .  .  . .  .  . ## [75,] . . 11 . . .  . . . . . . . . . .  . . . . . .  .  .   1 .  .  . .  .  . ## [76,] . . 30 . . .  . . . . . . . . . .  . . . . . .  1  .   . .  .  . .  .  . ## [77,] . .  8 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [78,] . .  5 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [79,] . .  9 . . .  . . . . . . . . . .  . . . . . .  .  .   . .  .  . .  .  . ## [80,] . .  2 . . .  . . . . . . . . . .  . . . . . .  2  7  22 .  . 14 .  6  2 ##                                                                                ##  [1,]  1  . . .  1 . . . .  1 .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ##  [2,]  1  . . .  . . . . .  . .  1 .  . .  1 1 1 . . .  .  . . . .   .  . .  . ##  [3,]  .  . . .  1 . . 1 .  . .  . .  . .  . . . . . .  .  . . 1 .   .  . .  . ##  [4,]  .  . . .  2 . . . .  . .  . 1  . .  . . . . . .  .  . . . .   .  1 .  . ##  [5,]  1  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . 1  . ##  [6,]  2  1 . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ##  [7,]  .  1 . .  . . . . .  . .  . .  1 .  . . . . . .  .  . . . 1   .  . .  1 ##  [8,]  1  . . .  . . . . .  . .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ##  [9,]  1  . . .  . . . . .  . .  . 1  . .  . . . . . .  .  . . . .   .  . .  . ## [10,]  1  1 . .  . . . . .  . .  . .  . .  1 . . . . .  .  . . . .   .  . .  . ## [11,]  1  . . .  . . . . .  . .  . .  . .  . . . . . .  3  . . . .   4  . .  1 ## [12,]  .  1 . .  . . . 1 .  . .  . 1  . .  . . . . . .  8  . . 1 .  10  4 .  4 ## [13,]  1  . . .  . . . . 1  . .  . .  . .  . . . . . .  2  . . . .   4  4 .  3 ## [14,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  2  . . . .   4  1 .  . ## [15,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . . .   8  . .  4 ## [16,]  .  1 . .  . . . . .  . .  . .  . .  . . . . . .  9  . . 4 .  23  8 .  8 ## [17,]  1  1 . .  . . . 1 .  . .  . .  . .  . . . . . .  .  . . 1 .   7  1 .  1 ## [18,]  2  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . 1 .   .  5 .  2 ## [19,]  .  . 1 .  . . . . .  . .  . .  . .  . . . . . .  1  . . . .   4  . .  2 ## [20,]  2  . . .  . . . . .  . .  . .  . .  . . . . . .  5  . . 1 .   6  1 .  4 ## [21,] 15  1 . .  2 1 . 1 1  2 1  3 5 12 .  2 . . . 1 5  .  . . . .   .  1 .  . ## [22,]  9  2 . 1 14 1 1 3 1 27 1  4 1  6 .  . 4 . 1 . 3 13  . . 4 .  18  5 1  8 ## [23,]  1  6 1 . 10 1 . 1 .  . .  2 .  2 1  . . . 1 . .  2  . . 1 .   1  . .  1 ## [24,]  5  . . 4  8 . . 2 1  1 2  1 .  1 1  1 4 . . . .  1  . . 1 .   2  . .  1 ## [25,]  7 36 2 1 11 1 1 . 1  1 1  1 1  6 2 14 4 1 . 1 3  .  . . . .   .  . 2  . ## [26,]  3  1 1 1  4 1 . 1 1  1 .  . 1  . 2  1 1 1 . 1 .  1  . . . .   3  . .  . ## [27,]  4  5 4 7  6 1 1 . .  . 1  . .  . 1  2 3 3 . 1 1  .  . . . .   .  . .  . ## [28,]  4  . 1 1  7 1 2 1 .  . .  2 .  . 3  . . 2 2 . 5  .  . . . .   1  . 1  . ## [29,] 11  3 1 1 22 . . 1 2  1 2 15 2  5 .  1 2 1 . . .  7  . . 1 .   7  . 1  4 ## [30,]  7  5 . 2 37 . 1 3 1  1 1  2 1  2 1  2 . . 5 . 4  6  . . 2 .   7  1 .  1 ## [31,]  .  1 . .  3 . . . .  . .  . .  . .  . . . . . .  .  . . . .   2  . .  . ## [32,]  .  . . .  4 . . . .  . .  . .  . .  . . . . . .  1  . . . .   4  . .  1 ## [33,]  1  . . .  9 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [34,]  .  . . .  6 . . 1 .  . .  . .  . .  . . . . . .  2  . . . .   .  . .  . ## [35,]  .  . . .  1 . . . .  . .  . .  . .  . . . . . 1  .  . . 1 .   .  . .  . ## [36,]  .  . . .  3 . . . .  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [37,]  1  1 . 1 14 . . . .  . .  . .  . .  . . . . . 1  1  . . . .   .  . .  . ## [38,]  .  1 . .  2 . . . .  1 .  . .  . .  . . . . . 1  .  . . . .   .  . .  . ## [39,]  .  1 . .  1 . . . .  . .  . .  . .  . . . . . 2  .  . . . .   .  . .  . ## [40,]  4  . . .  4 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [41,]  1  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  1 . . .   .  . .  . ## [42,]  1  1 . .  3 . . . .  . .  1 .  . .  . . . . . .  .  . . . .   4  1 .  . ## [43,]  .  . . .  . . . 1 .  . .  . .  1 .  . . . . . .  .  . . . .   .  . .  . ## [44,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [45,]  1  2 . .  . . . . .  . .  . .  . .  . . . . . .  1  . . . .   1  . .  . ## [46,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  3  . . . .   2  . .  1 ## [47,]  .  1 . .  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [48,]  .  . . .  . . . 1 .  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [49,]  .  . . 1  1 . . . .  . .  . .  . .  . . . . . 1  1  . . . .   .  . .  . ## [50,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [51,]  8  2 1 4  5 . . . .  1 .  4 .  3 .  3 2 . 1 1 . 12  . . 1 .   8  . .  4 ## [52,]  8  4 . . 12 . . . .  1 1  5 .  . .  2 2 . . . 2  4  . . . .   3  2 .  5 ## [53,]  7  . . 1  4 . . . .  1 1  2 .  . 1  . . . . . .  2  . . . .   5  . .  . ## [54,]  3  1 . .  2 . . . .  . .  . .  . .  1 . . . . 1  1  . . . .   2  . 1  . ## [55,] 10  2 . 1 16 2 1 2 .  3 1  . 1  . .  3 4 2 1 . 1  5  . . . .   3  . .  3 ## [56,] 15  3 . . 10 . . 2 .  6 2  5 .  . .  1 2 . 1 . 3  5  . . 4 .   7  1 .  3 ## [57,] 18  6 . 3  6 1 . 5 1  1 1  2 .  . .  1 . 1 . . 1  7  . . . .   6  1 1  6 ## [58,] 19  4 . .  2 . . 1 .  2 1  3 1  . .  . 2 2 . . 3 14  . . . .   5  2 1  3 ## [59,]  4  2 . . 12 2 . 2 .  2 .  2 3  . .  1 1 . 1 . .  5  . . . .   9  . 2  6 ## [60,] 17  5 . 2 16 1 1 . .  4 .  3 1  . .  1 . . 2 . 2 11  . . . .   4  . 2  2 ## [61,]  5  1 . 1  8 . . 1 .  2 .  . 2  3 4  3 . . . . . 75 16 . 6 3 102 25 2 11 ## [62,]  3  . . 1 13 . . . .  2 .  . 1 10 1  1 5 . . . 4 52  1 5 6 3  78 39 2 26 ## [63,]  1  . . . 21 . . 1 1  2 .  . 1  1 .  . 1 1 2 . . 11  2 2 5 1  23  5 .  5 ## [64,]  5  4 . 2  9 . . . .  2 .  . .  2 7  2 . 1 . . 2 19  4 4 4 3  25  2 1  2 ## [65,]  .  2 . . 20 . . . 2  . .  1 3  3 7  2 6 . 1 . 6 54  8 2 6 .  69 16 1 31 ## [66,]  3  5 . 2 10 2 . . 1  . .  2 1  4 .  3 2 1 . . 2 23  5 3 5 1  24  6 1 21 ## [67,]  6 10 . 2 23 1 . 1 .  3 .  . 1  4 2  3 7 . . . 5 45  8 6 6 3  43 11 6 21 ## [68,]  2  6 . 1  5 . . . 1  1 1  . 1  1 1  1 2 1 . . 1 10  4 4 5 .   8  3 3  2 ## [69,]  .  4 . . 28 . . . .  . .  . 1  3 2  4 2 . . . . 23  7 2 3 1  10  4 5  3 ## [70,]  3  2 . . 13 . . . .  2 .  . 1  6 .  3 . . . . . 37  . 1 5 2  50  9 1 10 ## [71,]  1  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   1  . .  . ## [72,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [73,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [74,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [75,]  .  . . 1  1 . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [76,]  .  2 . .  . . . . 1  . .  . .  . .  . 1 . . . .  .  . . . .   .  . .  . ## [77,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [78,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [79,]  .  . . .  . . . . .  . .  . .  . .  . . . . . .  .  . . . .   .  . .  . ## [80,]  3  3 . 1 10 . . . .  . .  3 1  3 1  2 1 1 . . 4  5  . 1 1 .   5  . .  1 ##                                                                               ##  [1,]  .   . .  . . .  .  1  . .  .  .  . .  .  2 .  .  2  .  .  .  .  . .  . ##  [2,]  .   . .  . . .  .  1  . .  .  .  . 1  .  . .  .  .  .  .  .  1  . .  . ##  [3,]  .   . .  . . .  1  1  . .  1  .  . .  .  1 .  .  1  2  .  2  .  1 .  1 ##  [4,]  .   . .  . . .  .  1  3 .  .  .  . .  .  2 .  3  .  .  1  1  .  1 .  . ##  [5,]  .   . .  1 . .  1  2  . .  1  .  1 .  .  3 .  2  .  3  1  .  .  . .  . ##  [6,]  .   1 .  . . .  .  .  . .  1  .  1 .  .  2 .  1  .  2  .  1  1  . .  . ##  [7,]  .   . .  . . .  .  .  . .  .  .  . .  .  2 .  .  2  .  .  .  1  . .  . ##  [8,]  .   . .  . . .  .  1  . .  .  .  . .  .  1 .  .  1  .  1  .  1  . .  . ##  [9,]  .   . .  . . .  .  .  1 .  .  .  . .  1  . .  .  .  .  .  .  1  . .  . ## [10,]  .   . .  . . .  .  2  . .  .  .  1 .  .  3 1  .  .  .  1  .  2  . .  . ## [11,]  2   . .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  .  . .  . ## [12,] 10   . .  . 2 .  .  1  . 1  .  .  1 .  .  . .  .  .  .  .  1  1  . .  . ## [13,]  6   . .  . . .  .  .  1 .  .  .  1 .  .  1 .  .  .  .  2  1  .  . .  . ## [14,]  1   . .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  .  . .  . ## [15,]  5   . .  . 1 .  .  .  2 .  1  .  . .  .  . .  .  1  2  1  1  2  . .  . ## [16,] 16   . .  . . .  3  2  . .  .  .  1 .  .  2 .  .  .  .  .  .  5  . 1  . ## [17,]  5   . .  . 1 .  .  .  . .  .  .  . .  .  4 .  .  .  .  .  .  .  . .  . ## [18,] 11   . .  . 1 .  1  .  . 2  .  .  . .  .  . .  .  .  .  1  .  .  . .  . ## [19,]  5   1 .  . . .  .  .  . 1  .  .  . .  .  . .  1  .  .  1  .  .  . .  . ## [20,]  8   1 .  . . .  .  .  . 1  1  .  . .  .  1 .  .  1  .  .  .  .  . .  . ## [21,]  2  13 4  . . .  2  .  . .  .  .  1 4  .  . .  3  5  6  1  .  4  3 6  1 ## [22,] 12  28 .  . 2 .  3  .  . .  1  .  3 1  7  . .  6  7  5  .  1 15  . 4  5 ## [23,]  1  15 .  1 . .  1  1  . .  .  .  . 1  1  . .  1  6  1  .  1  8  . .  . ## [24,]  5  11 .  . . .  6  .  1 .  .  .  3 .  1  . .  4  5  5  1  .  5  . 2  . ## [25,]  1  13 .  . . .  5  2  2 2  .  .  1 1  1  . .  8  4  3  2  .  4  3 .  . ## [26,]  .   7 1  . . .  1  .  . .  .  .  1 .  .  . .  3  3  2  .  .  2  . .  2 ## [27,]  3  37 .  . . .  3  .  1 .  .  .  1 5  2  . .  5  1  1  .  .  8  1 1  4 ## [28,]  .   5 .  . . .  1  1  1 .  .  .  . 1  .  . .  .  2  1  1  .  2  1 .  1 ## [29,]  5  20 2  1 . .  4  2  1 1  .  .  2 .  2  3 .  7 10  6  2  2 11  1 3  2 ## [30,]  3  18 3  . . .  2  1  . .  .  .  3 2  1  3 . 13 12  4  .  . 18  1 3  7 ## [31,]  .   1 .  . . .  1  3  . .  .  .  1 .  .  1 .  .  1  .  2  1  3  . .  . ## [32,]  2   . .  . . .  2  .  . .  .  1  . .  .  4 .  .  .  1  .  .  .  1 .  . ## [33,]  .   . .  . . .  .  1  1 .  .  .  . .  .  5 .  .  .  2  1  1  .  . .  . ## [34,]  1   . .  . . .  1  .  1 .  .  .  4 .  .  1 .  .  .  .  1  .  .  . .  . ## [35,]  .   . .  . . .  2  3  1 .  .  .  1 .  1  1 .  .  .  1  .  .  .  . .  . ## [36,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  1  .  .  1  .  .  . .  . ## [37,]  .   1 .  . . .  1  .  1 .  .  .  4 .  .  1 .  .  .  1  .  .  1  . 1  . ## [38,]  .   1 .  . . .  2  1  1 .  .  .  1 .  .  . .  .  .  1  1  .  .  . .  . ## [39,]  1   . .  . . .  .  .  1 .  .  .  . .  .  . .  .  .  .  .  1  1  . .  . ## [40,]  .   . .  1 . .  1  3  1 .  .  .  1 .  .  . .  .  .  .  2  1  1  . .  . ## [41,]  .   . .  . . .  2  1  . .  .  1  . .  .  . .  .  .  3  .  1  .  1 .  . ## [42,]  .   . .  . 1 .  .  1  . .  1  .  . .  .  . .  .  .  1  1  1  1  . .  . ## [43,]  .   . .  1 . .  .  .  . .  .  .  1 .  .  . .  .  .  .  1  .  3  1 .  . ## [44,]  .   . .  . . .  .  .  . .  .  .  . .  .  2 .  .  .  .  .  .  .  . .  . ## [45,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  2  1  .  1  .  . .  . ## [46,]  3   . .  . . .  .  .  . .  .  .  . .  .  1 .  .  .  .  1  1  .  . .  . ## [47,]  .   . .  . . .  .  2  . .  .  .  1 .  .  . .  .  .  .  2  .  .  1 .  . ## [48,]  .   1 .  . . .  .  1  . .  1  .  1 .  .  1 .  .  .  1  2  .  .  . .  . ## [49,]  .   . .  . . .  1  1  . .  .  .  . .  .  3 .  .  .  2  1  1  2  . .  . ## [50,]  .   . .  . . .  .  1  . .  .  .  2 .  .  . .  .  .  1  1  .  1  . .  . ## [51,]  8  16 .  . . .  4  3  1 .  .  .  9 2  2  3 . 15  7  8  2  . 21  2 2  5 ## [52,]  4  32 .  . . .  1  3  1 .  .  .  3 .  1  1 . 17 12  8  2  1 25  3 1  3 ## [53,]  .   7 .  . . .  2  .  . .  .  .  1 1  3  . .  8  7  6  1  .  6 16 1  4 ## [54,]  .   9 .  . . .  .  1  1 .  .  .  . 1  .  . . 11  6  2  .  . 10  . 1  1 ## [55,]  7  11 .  . . .  1  2  . .  .  .  4 2  .  . . 18 32  9 50  3 26  1 3 11 ## [56,]  7  17 .  . . .  5  2  . .  1  .  2 3  1  1 . 13 33  9  1  3 26 11 4  9 ## [57,] 13  33 .  2 1 .  .  .  . .  .  .  3 .  1  . . 36 12 10  1  1 16  3 5  2 ## [58,]  6  10 .  1 2 .  .  1  2 2  .  .  2 1  .  . . 17 19  8  1 27 15  5 5  5 ## [59,]  6  15 1  . . .  1  2  3 .  .  .  . 1  3  1 . 12 18  5  3  1 11  4 3  7 ## [60,]  4  25 .  . . .  1  .  . .  .  .  6 3  2  1 . 27 29 10  1  1 22  6 6 10 ## [61,] 50  61 1  . 7 2  9  1  4 2  .  2  5 6  4  3 . 12  6  1  5  . 10  8 1  . ## [62,] 53  31 8  1 9 5  4  .  3 .  .  .  1 1  .  1 4  7  7  2  .  .  5  1 1 12 ## [63,] 10  25 .  1 1 .  5  1  . 3  .  .  5 .  2  . 1  7  1  1  .  .  5  1 .  2 ## [64,]  9  14 3 33 . .  7  2  1 2  1  .  1 2  .  2 .  4  3  6  .  . 16  . 3  1 ## [65,] 68  58 1  . 6 3  2  1  . 3  1  . 22 5  1 64 1  8 11  6  2  .  2  . .  3 ## [66,] 36 112 2  . 1 3  5  .  1 1  .  . 10 4 39  2 . 10  7  4  5  .  3  . 1  4 ## [67,] 49  37 3  . 4 . 12  1 38 2 21  .  9 8  1  3 .  4  9  4  4  2 16  1 .  4 ## [68,]  3  18 6  . 1 .  7  1  . .  .  1  1 2  3  1 1  2  4  2  .  2  3  1 .  . ## [69,]  9  29 1  1 . . 10  3  . 1  1 32  3 4  5  1 .  6  1  2  1  1  4  1 .  . ## [70,] 26 125 .  3 5 1 18 43  1 8  .  .  3 5  1  1 .  6  4  7  3  2  5  2 1  1 ## [71,]  .   5 .  . . .  .  .  . 1  .  .  . .  .  . .  .  .  .  .  .  3  . .  . ## [72,]  .   1 .  . . .  .  .  . .  .  .  . 1  .  . .  .  .  .  .  .  4  . .  . ## [73,]  .   . 1  . . .  .  .  1 .  .  .  . .  .  . .  .  .  1  .  .  2  . .  . ## [74,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  1  .  .  6  . .  . ## [75,]  .   5 .  . . .  1  .  . .  .  .  . .  .  . .  .  1  1  .  .  3  . .  . ## [76,]  .   1 .  . . .  .  .  2 .  .  .  . .  .  . .  .  .  .  .  . 17  . .  . ## [77,]  .   3 .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  3  . .  . ## [78,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  6  . .  . ## [79,]  .   . .  . . .  .  .  . .  .  .  . .  .  . .  .  .  .  .  .  4  . .  . ## [80,]  4  16 5  . . .  4  3  2 .  .  .  4 .  1  . .  7  5  1  1  1  3  . 2  1 ##                                                                               ##  [1,]  . .  2  . .  3 1 . . . .  . . . . . 1 .  .  .  .  .  .  .  . . .  .  . ##  [2,]  . .  .  . .  . . . . . .  . . . . . 1 .  .  .  .  .  .  .  . . .  .  . ##  [3,]  . .  1  1 .  3 . . . . .  4 . . 1 . . .  1  .  1  .  .  .  . . .  .  . ##  [4,]  . .  2  . .  3 . . 1 . .  2 1 . . 1 . .  .  1  .  1  .  .  . . .  .  . ##  [5,]  1 .  1  . .  1 . . . . .  1 . . . 1 . .  .  1  .  1  1  .  . . .  .  . ##  [6,]  . .  .  . .  3 . . . . .  2 . . . . . .  .  .  .  1  .  .  . . .  .  . ##  [7,]  . .  .  . .  3 . . . . .  . . . . . . .  1  .  .  .  .  .  . . .  .  . ##  [8,]  1 .  1  . .  1 . . . . .  1 . . . . . .  .  .  .  1  1  .  . . .  .  . ##  [9,]  . .  1  . .  . . . . . .  1 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [10,]  . .  .  . .  3 . . . . .  3 . . . . . .  .  .  .  1  .  .  . . .  .  . ## [11,]  . .  .  . .  . . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [12,]  1 .  1  . 1  1 . . 2 . .  2 . . . . . .  .  1  1  1  .  .  . . .  .  . ## [13,]  . .  .  . .  2 . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [14,]  . .  .  . .  . . . . . .  . . . . . . 1  .  1  .  .  .  .  . . .  .  . ## [15,]  . .  .  . .  1 . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [16,]  . .  .  1 .  . . . . . .  1 . . . 1 . .  .  .  .  .  .  .  . . .  .  . ## [17,]  . .  .  . .  . . . . . .  . . . . . . .  .  .  .  1  .  .  . . .  .  . ## [18,]  . .  .  . .  . . . . . .  1 . . 1 . . .  .  .  .  .  1  .  . . .  .  . ## [19,]  . .  .  . .  2 . . . . .  . . . . . . .  .  1  .  .  .  .  . . .  .  . ## [20,]  . .  .  . .  3 . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [21,]  1 .  2  6 .  6 . . . 1 .  6 1 . . . 2 1  .  .  .  4  .  .  . 1 .  .  . ## [22,]  1 . 10  3 1  4 2 . . 1 1 15 1 2 . 1 1 .  .  1  .  5  .  .  . . .  .  . ## [23,]  . .  4  4 .  . . . . . .  2 . 4 . . 1 .  .  1  .  3  .  .  . . .  .  . ## [24,]  . .  2  6 .  . . . . . .  4 . . . . 1 .  .  .  .  5  .  .  . . .  .  . ## [25,]  . .  2  1 1  1 . 1 2 . .  7 . . . . 1 .  .  .  1 12  1  .  . . .  .  . ## [26,]  . .  2  2 .  1 . . . . .  3 . . . . 1 .  .  .  .  1  .  .  . . .  .  . ## [27,]  . .  1  4 .  . . . . . 1  6 . 3 . . 1 .  .  1  . 15  1  .  . . .  .  . ## [28,]  . .  6  4 .  1 . 2 . 1 .  . . . . . . 1  .  .  .  2  .  .  . . .  .  . ## [29,]  . 1  5  9 .  3 1 . . 1 3  4 . 1 2 . . .  .  .  .  3  .  .  . . .  .  . ## [30,]  1 .  6  8 .  6 . 2 . . . 20 . 3 1 1 2 .  .  1  .  1  .  .  . 2 1  .  . ## [31,]  6 .  6  8 .  8 . . . . .  . . . . 2 . .  .  .  .  .  2  .  . . .  .  . ## [32,]  2 .  .  . .  2 . . . . .  1 . 1 . . 2 .  .  .  .  1  1  .  . . .  .  . ## [33,]  2 .  .  3 .  3 . . . . .  1 . . . . 1 .  1  .  .  .  .  .  . . .  .  . ## [34,]  1 .  .  1 .  5 . . . . .  . 1 . . 1 . .  .  .  .  .  .  .  . . .  .  . ## [35,]  . .  .  2 .  2 . . . . .  . 1 . . . . .  .  .  .  .  .  .  . . .  .  . ## [36,]  1 .  .  5 .  1 . . . . .  . . . . 1 . .  .  .  .  .  .  .  . 1 .  .  . ## [37,]  2 .  1  6 1  5 . . . . .  1 . . . 3 . .  1  .  .  2  1  .  . . .  .  . ## [38,]  1 .  1  6 .  1 . . . . .  . . . . 1 . .  .  .  .  .  1  .  . . .  .  . ## [39,]  2 .  .  1 1  3 . . . . .  . . . . 1 . .  .  .  .  1  1  .  . . .  .  . ## [40,]  6 .  .  6 .  2 . . . . .  . . . . 2 . .  3  .  .  .  .  .  . . .  .  . ## [41,]  2 .  1  3 .  7 . . . . .  1 . . . . . .  .  .  .  .  .  .  . . .  .  . ## [42,]  . .  .  . .  4 . . . . .  2 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [43,]  . .  .  . .  2 . . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [44,]  . .  .  . .  2 . . . . .  . . . . . . .  .  1  .  1  .  .  . . .  .  . ## [45,]  . .  1  . .  5 1 . . . .  5 . . . . . .  .  .  .  1  .  .  . . .  .  . ## [46,]  . .  1  . .  1 . . . . .  1 . . . . 1 .  .  .  .  .  .  .  . . .  .  . ## [47,]  1 .  .  . .  1 . . . . .  . . . . 1 1 .  .  .  .  1  .  .  . . .  .  . ## [48,]  . .  1  . .  4 . . . . .  . . . . 1 . .  .  .  .  2  .  .  . . .  .  . ## [49,]  . .  .  . .  1 . . . . .  2 . . . . . .  1  .  .  .  .  .  . . .  .  . ## [50,]  . .  .  . .  2 1 . . . .  . . . . . . .  .  .  .  .  .  .  . . .  .  . ## [51,]  . 1 17 12 .  5 . 3 . 2 1  9 2 6 . 1 2 1  .  .  .  5  2  .  . . .  .  . ## [52,]  5 1 13 12 2 10 2 3 5 4 2 20 3 4 5 6 2 . 26  .  .  3  .  .  . . .  .  . ## [53,]  1 3  1  2 1  1 2 . 1 2 .  9 . 1 . . . 1  .  1  .  .  .  .  . . .  .  . ## [54,]  2 .  2  4 .  4 1 1 . 1 1  3 . . . 1 2 .  .  1  .  .  .  .  . . .  .  . ## [55,] 14 .  9 35 3 17 1 2 2 1 .  6 6 4 4 1 2 1  2  2  .  1  .  .  . . .  .  . ## [56,]  4 1 12 16 4  8 . 1 4 3 3  9 . 3 . 2 1 6  2 25  .  1  .  .  . . .  .  . ## [57,] 18 1 14 24 1 33 3 6 3 . 1 91 . . 5 7 . 4  1  .  .  .  .  .  . . .  .  . ## [58,]  9 .  8  9 2  8 1 1 1 1 2 11 3 4 2 2 6 1  .  1  .  1  .  .  . . .  .  . ## [59,]  5 1  7  9 1 14 1 5 . . 3 18 . 2 1 6 3 .  .  .  .  1  .  .  . . .  .  . ## [60,] 11 1 13 30 1 19 2 6 2 . 5 18 3 8 4 3 6 2  1  .  .  2  1  .  . . .  .  . ## [61,]  . .  5  8 .  4 . 6 . . . 18 . . . 2 1 .  .  .  .  6  1  .  . . .  .  . ## [62,]  . .  4  8 .  7 . . . . 1  2 . . . . . 1  .  .  .  7  .  .  . . .  .  . ## [63,]  . .  5  3 .  4 . 3 1 . .  9 1 . . 1 . 1  .  .  .  2  .  1  . . .  .  . ## [64,]  . .  3  3 .  3 . 1 . 1 . 11 1 . . . 1 .  1  .  .  6  .  .  . . .  .  . ## [65,]  . . 11 13 .  2 . 1 . . 1 12 . 1 . 2 2 .  1  .  . 24  1  .  . . .  .  . ## [66,]  . .  9  8 1  2 2 3 . . 1 11 1 1 . . 1 .  1  .  . 16  2  .  . 2 .  .  . ## [67,]  1 .  9  7 .  . 1 3 . . .  7 . . . . . 1  1  .  . 28  1  .  . . .  .  . ## [68,]  . .  4  5 .  1 . . . . .  5 1 . . . 1 1  .  .  .  3  .  .  . . .  .  . ## [69,]  1 .  5  8 .  6 1 1 1 . 1  4 1 . . . . .  1  1  .  6  1  .  . . .  .  . ## [70,]  . .  2  3 2  4 . 4 1 . 4 25 1 1 . . 1 2  .  .  .  3  1  .  1 . .  .  . ## [71,]  . .  .  . .  . . . . . .  1 . . . . . .  .  . 43 18  4 14 11 1 8  6 14 ## [72,]  . .  .  . .  . . . . . .  2 . . . . . .  .  . 41  8  4 11  3 5 3  5  5 ## [73,]  . .  .  . .  . . . . . .  . . . . . . .  .  . 36 12  2 14 13 3 2  9  8 ## [74,]  . .  .  1 .  . . . . . .  3 . . . . . .  .  . 55 18  2 18  8 3 2 10 11 ## [75,]  . .  .  . .  1 . . . . .  . . 1 . . . .  .  . 58 18  2 23  8 2 3  7 15 ## [76,]  . .  .  . .  1 . . . . .  2 . . . . . .  .  . 54 28 15 62 29 7 9 23  6 ## [77,]  . .  .  . .  . . . . . .  3 . . . . . .  .  . 66 11  2  9  3 3 3 12  4 ## [78,]  . .  .  1 .  . . . . . .  . . 1 . 1 . .  .  . 34 13  1 14  6 1 3  6  3 ## [79,]  . .  .  . .  . . . . . .  4 . 1 . . . .  .  . 30 16  3  6  5 1 4 11  5 ## [80,]  . .  1  4 .  1 . 1 . . 1  7 . 1 . . . 1  1  .  6  9  2  .  2 2 2  1  2 ##                                                                               ##  [1,]  .  .  . .  1  . .  .  1 . . .  . . . . .  .  1  .  .  .  .  . . . .  . ##  [2,]  .  1  . 1  .  . .  1  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  1 ##  [3,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [4,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  .  1 . . .  . ##  [5,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [6,]  .  .  . .  1  . .  .  . . 1 .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [7,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  1  . . . .  . ##  [8,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ##  [9,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [10,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  1  .  .  . . . .  . ## [11,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [12,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  . 29  .  .  . . . .  . ## [13,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 1 . .  . ## [14,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [15,]  .  .  . .  1  . 1  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [16,]  .  .  . .  1  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [17,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [18,]  1  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [19,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [20,]  .  .  . .  .  . 1  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [21,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  1  .  . . . 1  . ## [22,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [23,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [24,]  .  .  . .  .  3 .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [25,]  .  .  . .  .  . .  .  5 . . .  . . . . .  .  .  .  1  1  .  . . . .  . ## [26,]  .  1  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [27,]  .  .  . .  .  . .  .  2 . . .  . . . . 1  .  .  .  .  .  .  . 1 . .  . ## [28,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [29,]  .  1  . 1  .  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [30,]  .  .  . .  .  . .  .  2 . . .  . 1 . . 1  .  .  .  1  .  .  . . . .  . ## [31,]  .  .  . 1  .  . .  .  . . . 1  . . . . .  .  .  .  . 27  2 35 5 7 5 14 ## [32,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  2  5  . 3 . 3  1 ## [33,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  1  3 15 9 1 1  4 ## [34,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  . 10  4  3 2 1 .  9 ## [35,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  8 10 29 6 . 3  7 ## [36,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  5  8 11 3 1 1 10 ## [37,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  2 10 12 22 6 5 1 10 ## [38,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  7 10 15 8 4 2  2 ## [39,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  4  3 18 2 1 1  4 ## [40,]  .  .  . .  .  . 1  .  2 . . .  . . . . .  .  .  .  1 11 13 18 5 1 1  7 ## [41,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  1  3  1 10 4 . 3  6 ## [42,]  .  .  . 1  .  . .  .  . . . .  . . . . 1  .  .  .  .  .  8  . 1 . . 13 ## [43,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  2  . . . .  . ## [44,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  1  3 . . .  . ## [45,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [46,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 2 . .  . ## [47,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  6  .  4 9 . .  6 ## [48,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  3  1 . . .  . ## [49,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  1  2  3  3 3 . .  5 ## [50,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  2  . . . .  3 ## [51,]  .  .  . 1  1  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [52,]  .  .  . 1  .  . 1  .  2 . . .  . . . . .  .  .  .  1  1  .  . . . .  . ## [53,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [54,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . 1 . .  . ## [55,]  .  .  . 1  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [56,]  .  .  . .  .  . .  .  2 . . .  . . . . 1  .  .  .  .  .  .  . . . .  . ## [57,]  .  1  . .  1  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  1 . . .  . ## [58,]  .  .  . .  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [59,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  1  . . . .  1 ## [60,]  .  2  . 2  .  . .  .  2 . . .  . . . . .  .  .  .  2  .  .  1 . . .  . ## [61,]  .  1  . .  .  . 1  .  1 . . .  . . . . .  .  .  .  1  .  .  . . . .  . ## [62,]  .  1  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [63,]  .  .  . .  .  . .  .  . . . .  . . . . .  .  .  .  .  .  .  1 . . .  1 ## [64,]  .  .  . 2  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [65,]  .  1  . .  2  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [66,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [67,]  .  .  . 1  1  . .  .  3 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [68,]  .  .  . .  .  . .  .  1 . . .  1 . . . .  .  .  .  .  .  .  . . . .  . ## [69,]  .  .  . .  .  . .  .  1 . . .  . . . . .  .  .  .  .  .  .  . . . .  . ## [70,]  .  .  . 1  .  . .  .  2 . . .  . . . . .  .  .  .  .  .  .  1 1 . .  . ## [71,]  5  8  1 2  3  6 3  4  2 3 4 4  3 5 4 . 5  2  1  .  .  .  .  . . . .  . ## [72,]  3  2  3 5  .  4 3  3  . . 1 1  1 1 . . 4  .  .  . 41  .  .  . . . .  . ## [73,]  5  .  3 4  1  4 2  5  1 2 2 .  4 4 3 3 1  4  1  6  .  .  .  . . . .  . ## [74,]  5 12  2 4  2  3 3  2  2 7 . 4  1 2 4 1 4  .  .  1  .  .  .  . . . .  . ## [75,]  2  8  3 1  1  4 2 14  1 4 2 2  3 4 8 1 .  .  .  .  2  .  .  . . . .  1 ## [76,] 42  7 11 6 14  3 9 32 10 . 3 6  8 1 1 2 . 20 25 26  1  .  .  . . . .  . ## [77,]  2  3  6 .  2  4 .  2 37 1 1 2  . 4 2 1 1  2  .  1  .  .  .  . . . .  . ## [78,]  1  2  5 4  . 20 .  .  . 3 2 2 13 1 . 2 .  2  3  .  1  .  .  . . . .  . ## [79,]  2  6  3 .  4  5 1  8  2 5 4 .  2 . . 3 .  1  1  .  1  .  .  . . . .  . ## [80,]  1  .  . 1  1  . .  .  3 2 . .  . . 1 . .  .  1  1  1  .  .  . . . .  . ##                                                    ##  [1,]  . 1 .  . . . .  . . . . . 1 . . 1  . 1 .  . ##  [2,]  . . 1  . . . .  1 . . 1 1 . . . .  . . 1  . ##  [3,]  . 1 .  . . . .  . . . . 1 . . . .  . . .  . ##  [4,]  . 1 .  . . . .  . . . . . . . . 3  . . .  . ##  [5,]  . 2 1  . . . .  . . . . 2 1 . . .  . . .  . ##  [6,]  . . 1  . . . .  . . . 1 1 . . . 1  . . .  . ##  [7,]  . . .  . . . .  . . . . . . . . 1  . 1 .  . ##  [8,]  . 1 .  . . . .  . . . . . 1 . . .  . . .  . ##  [9,]  . . .  . . . .  . . . . . . . . 1  . . .  . ## [10,]  . . .  . . . .  . . . 1 . . . . .  . . .  . ## [11,]  . . .  . . . .  . . . . . 1 . . .  . . .  . ## [12,]  . 1 .  . . . .  . . . . . . . . 2  . . .  . ## [13,]  . . .  . . . .  . . 1 1 . . . . .  . . .  . ## [14,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [15,]  . 1 .  . . . .  . . . 1 . . . . 1  . . .  . ## [16,]  . . .  . . . .  1 . . . . 2 . . .  . . .  . ## [17,]  . . .  . . . .  . . . . . 1 . . .  . . .  . ## [18,]  . . .  . . . .  . 1 . . . . . . .  . . .  . ## [19,]  . . .  . . . .  1 . . 1 . 1 . . .  . . .  . ## [20,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [21,]  . 1 .  . . . .  . . . . . . . . .  . . .  . ## [22,]  . . .  . . . .  . . . 2 . . . . .  . . .  . ## [23,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [24,]  . . .  . . . .  . . . . . . . . .  1 . .  . ## [25,]  . . .  . . . .  . . . . . . . . .  . . 1  . ## [26,]  . . .  . . . .  . . . . . . . . .  1 . .  . ## [27,]  . . .  . 1 . .  1 . . . . . . . 1  . . .  . ## [28,]  . . .  . . . .  1 . . 1 . 1 . . .  . . .  . ## [29,]  . . .  . 1 . 1  1 . . . . . . . .  . . .  . ## [30,]  . . .  . . . .  . . . . 1 . . . .  2 . .  . ## [31,]  . 1 .  . 4 2 1  1 1 3 2 3 3 . 4 7  1 . 3  . ## [32,]  3 1 4  1 . 1 .  1 . . 2 1 . 1 1 3  . . 5  . ## [33,]  5 2 2  1 . 1 1  1 . 4 1 1 2 3 . 2 58 1 1  . ## [34,]  7 2 1  1 3 1 1  1 . . 1 3 1 2 1 .  . 2 3  . ## [35,]  1 4 1  . . . .  1 2 1 1 . 1 . . 1  . 1 . 10 ## [36,]  . 1 2  . 1 . 1  . 1 2 1 2 3 . . 3  1 3 .  . ## [37,]  3 . 3  1 7 1 2  1 1 3 3 2 1 . 4 3  . 2 1  . ## [38,]  1 2 2  . 4 . 2  . 1 . . . 2 . 2 5  2 1 2  1 ## [39,]  . 1 2  1 . 1 1  1 . 1 3 1 1 1 1 .  1 2 .  . ## [40,]  2 3 6 51 3 1 . 25 3 . 1 1 2 2 2 1  . 1 2  1 ## [41,]  6 1 2  . 1 1 1  1 . . . 2 . . . .  . . 3  . ## [42,]  . . 1  . . . .  . . . 1 1 2 1 1 2  1 1 .  . ## [43,]  . . .  . . . 1  . . . 2 . . . . 1  . . .  . ## [44,]  . . .  . . . .  . . . . . . . . 1  . 1 .  . ## [45,]  . . 1  1 . . .  . . . . . . . . .  . . .  . ## [46,]  . . .  . . . .  . . . 1 . . . . 2  . . .  . ## [47,] 10 1 3  . . . .  . . . . 1 . . . 2  1 1 3  . ## [48,]  . 1 2  . . . .  . 1 . . . 1 . . .  . 2 1  . ## [49,]  9 . .  . . . 1  . . . . 1 . 1 . 1  . . 3  . ## [50,]  . . 1  . . . .  . . . . . . . 1 1  . 1 .  . ## [51,]  . . .  . 1 . .  2 . . . . . . . .  . . .  . ## [52,]  . . .  . . . .  . . 1 . . . . . .  1 1 .  . ## [53,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [54,]  . . .  . 1 . .  . . . . . . . . .  . . .  . ## [55,]  . . .  . . 1 .  . . . . . 1 . . 2  2 . .  . ## [56,]  . . .  . . . .  3 . . . . . . . .  . . .  . ## [57,]  . . .  . . . .  2 . . . . . . . .  1 . .  . ## [58,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [59,]  . . .  . 1 . .  . . . . . . . . .  . . .  . ## [60,]  . . .  . 1 . .  . . . . . . . . .  . 3 .  . ## [61,]  . 1 1  . . . .  1 . . . . . . 1 .  2 . 1  . ## [62,]  . . .  . . . .  . . . . . . . . 1  . . 1  . ## [63,]  . . .  . . . .  1 . . . . . . . .  . . .  . ## [64,]  . 1 .  . 1 . .  1 . . . . . . . .  . . .  . ## [65,]  . . .  . 3 . .  1 . . 1 . 1 . . 2  4 . .  . ## [66,]  . . .  . 2 . .  2 . . 1 . 1 . . 1  2 . .  . ## [67,]  . 2 .  . . . .  4 . . . . . . 1 1  1 1 .  . ## [68,]  . . .  . . . .  1 . . . . . . . .  . . 1  . ## [69,]  . . .  . 1 . .  . . . . . 1 . . .  3 . .  . ## [70,]  . . .  . . . .  . . . 1 . . . . .  1 . .  . ## [71,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [72,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [73,]  . . .  . . . .  . . . . . . . . 1  . . .  . ## [74,]  . . .  . . . .  . . . . . . . 2 .  . . .  . ## [75,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [76,]  . . .  1 . . .  1 . . . . . . . 1  . 1 .  . ## [77,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [78,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [79,]  . . .  . . . .  . . . . . . . . .  . . .  . ## [80,]  . . .  . . . .  . . . 1 . . . . .  . . .  ."},{"path":"/articles/soma-reading.html","id":"slicing-1","dir":"Articles","previous_headings":"SOMA SparseNDArray","what":"Slicing","title":"Reading from SOMA objects","text":"Just SOMADataFrame, can also retrieve subsets data SOMASparseNDArray can fit memory. Unlike SOMADataFrames, SOMASparseNDArrays always indexed using zero-based offset integer dimension, named soma_dim_N. Therefore, array N-dimensional, read() method can accept list length N specifies slice array. SOMASparseNDArray dimensions always named soma_dim_N N dimension number. use schema() dimnames() retrieve dimension names. example, ’s fetch first 5 rows matrix:","code":"counts$schema() ## Schema ## soma_dim_0: int64 not null ## soma_dim_1: int64 not null ## soma_data: double not null counts$read(coords = list(soma_dim_0 = 0:4))$tables()$concat() ## Table ## 258 rows x 3 columns ## $soma_dim_0 <int64 not null> ## $soma_dim_1 <int64 not null> ## $soma_data <double not null>"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Aaron Wolen. Maintainer, author. Dirk Eddelbuettel. Author. Paul Hoffman. Author. John Kerl. Author. TileDB, Inc.. Copyright holder, funder.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Wolen , Eddelbuettel D, Hoffman P, Kerl J (2024). tiledbsoma: 'TileDB' Stack Matrices, Annotated ('SOMA'). R package version 1.11.2, https://github.com/single-cell-data/TileDB-SOMA.","code":"@Manual{,   title = {tiledbsoma: 'TileDB' Stack of Matrices, Annotated ('SOMA')},   author = {Aaron Wolen and Dirk Eddelbuettel and Paul Hoffman and John Kerl},   year = {2024},   note = {R package version 1.11.2},   url = {https://github.com/single-cell-data/TileDB-SOMA}, }"},{"path":"/index.html","id":"overview","dir":"","previous_headings":"","what":"TileDB Stack of Matrices, Annotated (SOMA)","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"R implementation SOMA API specification.","code":""},{"path":[]},{"path":"/index.html","id":"release-packages","dir":"","previous_headings":"","what":"Release packages","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"TileDB-SOMA releases can installed R-universe, serves macOS binaries source package Unix-like platforms. Installing source Unix-like platforms requires cmake, git, recent-enough C++ compiler (g++ version 10.* ). Alternatively, tiledbsoma can installed directly Conda, serves binaries multiple architectures. Note, ’re using mamba drop-replacement conda accelerate install process.","code":"install.packages('tiledbsoma', repos = c('https://tiledb-inc.r-universe.dev',                                          'https://cloud.r-project.org')) mamba install -c conda-forge -c tiledb r-tiledbsoma"},{"path":"/index.html","id":"from-source","dir":"","previous_headings":"","what":"From source","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"install latest tiledbsoma development version (main branch), use remotes::install_github():","code":"remotes::install_github(\"https://github.com/single-cell-data/TileDB-SOMA\", subdir = \"apis/r\")"},{"path":"/index.html","id":"requirements","dir":"","previous_headings":"From source","what":"Requirements","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Source installation requires tiledb R package – turn depends either local installation TileDB Core library provided build artifacts. general, source installation TileDB Core packages requires cmake git installed; common tools operating system provides readily. R package dependencies listed DESCRIPTION file can installed via e.g. remotes::install_deps(\".\", dependencies=TRUE) also install suggested packages. order build vignettes, knitr rmarkdown required (installed), testthat testing. testthat invoked directly pkgbuild also needed (installed listed DESCRIPTION). addition, R package also depends libtiledbsoma library repository. either installed package (described next section), can used system library (one found). system installation can provided following steps libtiledbsoma directory.","code":""},{"path":"/index.html","id":"development-setup","dir":"","previous_headings":"From source","what":"Development setup","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"set install local clone git repository: Clone repository: git clone https://github.com/single-cell-data/TileDB-SOMA.git. Change R API package directory: cd TileDB-SOMA/apis/r. Optionally, clean files repo: ./cleanup (needed first time). Optionally, add optional package test data: install.packages(\"pbmc3k.tiledb\",  repos=\"https://ghrr.github.io/drat\"). edited src/*.cpp files changed function signatures, running Rscript -e 'Rcpp::compileAttributes()' update Rcpp-generated glue code. changed C++ function header documentation, run Rscript -e 'roxygen2::roxygenise()' update corresponding R files. Build R package source tarball repository sources: R CMD build . (also include libtiledbsoma source via repository soft-link); dependencies required described previous section). Optionally, check test package tarball skipping vignettes manuals (need texlive equivalent): R CMD check ---vignettes ---manual tiledbsoma_*.tar.gz. Finally, install package tarball: R CMD INSTALL tiledbsoma_*.tar.gz. installation presence two C++ libraries (TileDB Core, TileDB-SOMA) tested . TileDB Core builds can downloaded needed, TileDB-SOMA library built needed. (plan provide downloadable artifact .) installed successfully, package sources can edited re-installed iteratively. optional clean step ensures full rebuild, optional copy libtiledbsoma ensures updated .","code":""},{"path":"/index.html","id":"status","dir":"","previous_headings":"","what":"Status","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Please see https://github.com/single-cell-data/TileDB-SOMA/issues.","code":""},{"path":"/index.html","id":"information-for-developers","dir":"","previous_headings":"","what":"Information for developers","title":"TileDB Stack of Matrices, Annotated (SOMA)","text":"Please see TileDB-SOMA wiki. main branch implements updated specification. Please also see main-old branch implementation original specification.","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Class allows blockwise read iteration SOMA reads","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"tiledbsoma::ReadIter -> BlockwiseReadIterBase","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"array underlying SOMA array axis axis iterate blockwise fashion coords list CoordsStrider objects coords_axis CoordsStrider axis reindex_disable_on_axis Additional axes re-indexed","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"tiledbsoma::ReadIter$concat()","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"BlockwiseReadIterBase$new() BlockwiseReadIterBase$read_complete() BlockwiseReadIterBase$read_next() BlockwiseReadIterBase$clone()","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Create","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$new(   sr,   array,   coords,   axis,   ...,   reindex_disable_on_axis = NULL )"},{"path":"/reference/BlockwiseReadIterBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Named list CoordsStrider objects; must named array$dimnames() axis Axis iterate blockwise manner ... 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FALSE","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-read-next-","dir":"Reference","previous_headings":"","what":"Method read_next()","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"Read next chunk iterated read. read complete, throws iterationCompleteWarning warning returns NULL","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"","code":"BlockwiseReadIterBase$read_next()"},{"path":"/reference/BlockwiseReadIterBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator Base Class — BlockwiseReadIterBase","text":"NULL next blockwise chunk iterated read","code":""},{"path":"/reference/BlockwiseReadIterBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method 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matrices","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"tiledbsoma::ReadIter -> tiledbsoma::BlockwiseReadIterBase -> BlockwiseSparseReadIter","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"repr Representation sparse matrix return","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"tiledbsoma::BlockwiseReadIterBase$read_complete() tiledbsoma::BlockwiseReadIterBase$read_next()","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"BlockwiseSparseReadIter$new() BlockwiseSparseReadIter$concat() BlockwiseSparseReadIter$clone()","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"Create","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$new(   sr,   array,   coords,   axis,   ...,   repr = \"T\",   reindex_disable_on_axis = NULL )"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Named list CoordsStrider objects; must named array$dimnames() axis Axis iterate blockwise manner ... Ignored repr Representation sparse matrix return; choose : “T”: returns TsparseMatrix reindex_disable_on_axis Additional axes re-indexed; currently yet implemented","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-concat-","dir":"Reference","previous_headings":"","what":"Method concat()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"...","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$concat()"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"...","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"objects class cloneable method.","code":""},{"path":"/reference/BlockwiseSparseReadIter.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"","code":"BlockwiseSparseReadIter$clone(deep = FALSE)"},{"path":"/reference/BlockwiseSparseReadIter.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Sparse Matrices — BlockwiseSparseReadIter","text":"deep Whether make deep clone.","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"Class allows blockwise read iteration SOMA reads Arrow Tables","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"tiledbsoma::ReadIter -> tiledbsoma::BlockwiseReadIterBase -> BlockwiseTableReadIter","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"tiledbsoma::BlockwiseReadIterBase$initialize() tiledbsoma::BlockwiseReadIterBase$read_complete() tiledbsoma::BlockwiseReadIterBase$read_next()","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"BlockwiseTableReadIter$concat() BlockwiseTableReadIter$clone()","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"method-concat-","dir":"Reference","previous_headings":"","what":"Method concat()","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"...","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"","code":"BlockwiseTableReadIter$concat()"},{"path":"/reference/BlockwiseTableReadIter.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"...","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"objects class cloneable method.","code":""},{"path":"/reference/BlockwiseTableReadIter.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"","code":"BlockwiseTableReadIter$clone(deep = FALSE)"},{"path":"/reference/BlockwiseTableReadIter.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Blockwise Read Iterator for Arrow Tables — BlockwiseTableReadIter","text":"deep Whether make deep clone.","code":""},{"path":"/reference/ConfigList.html","id":null,"dir":"Reference","previous_headings":"","what":"A Configuration List — ConfigList","title":"A Configuration List — ConfigList","text":"R6 mapping type configuring various “parameters”. Essentially, serves nested map inner map ScalarMap: {<param>: {<key>: <value>}}","code":""},{"path":"/reference/ConfigList.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"A Configuration List — ConfigList","text":"tiledbsoma::MappingBase -> ConfigList","code":""},{"path":"/reference/ConfigList.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"A Configuration List — ConfigList","text":"tiledbsoma::MappingBase$initialize() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$to_list() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/ConfigList.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"A Configuration List — ConfigList","text":"ConfigList$get() ConfigList$set() ConfigList$setv() ConfigList$clone()","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$get(param, key = NULL, default = quote(expr = ))"},{"path":"/reference/ConfigList.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"param Outer key “parameter” fetch key Inner key fetch; pass NULL return  map param default Default value fetch key found; defaults NULL","code":""},{"path":"/reference/ConfigList.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"value key param map, default key found","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$set(param, key, value)"},{"path":"/reference/ConfigList.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"param Outer key “parameter” set key Inner key set value Value add key, NULL remove entry key; optionally provide param value ScalarMap update param keys values value","code":""},{"path":"/reference/ConfigList.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"\\[chainable\\] Invisibly returns self value added key param","code":""},{"path":[]},{"path":"/reference/ConfigList.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$setv(...)"},{"path":"/reference/ConfigList.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"... Ignored","code":""},{"path":"/reference/ConfigList.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"A Configuration List — ConfigList","text":"Nothing; setv() disabled ConfigList objects","code":""},{"path":"/reference/ConfigList.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"A Configuration List — ConfigList","text":"objects class cloneable method.","code":""},{"path":"/reference/ConfigList.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"A Configuration List — ConfigList","text":"","code":"ConfigList$clone(deep = FALSE)"},{"path":"/reference/ConfigList.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"A Configuration List — ConfigList","text":"deep Whether make deep clone.","code":""},{"path":"/reference/CoordsStrider.html","id":null,"dir":"Reference","previous_headings":"","what":"The Coordinate Strider — CoordsStrider","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider allows creating coordinate slices interated manner. Alternatively, can chunk existing vector coordinates","code":""},{"path":"/reference/CoordsStrider.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider operates using 64-bit integer objects; , accessing fields, strider$start strider$stride return integer64 object, functions differently regular integer. Use caution convert back integers numerics necessary","code":""},{"path":"/reference/CoordsStrider.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"The Coordinate Strider — CoordsStrider","text":"coords set, coordinates iterate start set, starting point iterated coordinates; otherwise minimum value self$coords end set, end point iterated coordinates; otherwise maximum value self$coords stride stride, many coordinates generate per iteration; note: field settable, reset iterator","code":""},{"path":[]},{"path":"/reference/CoordsStrider.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"The Coordinate Strider — CoordsStrider","text":"CoordsStrider$new() CoordsStrider$print() CoordsStrider$length() CoordsStrider$has_next() CoordsStrider$next_element()","code":""},{"path":"/reference/CoordsStrider.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"The Coordinate Strider — CoordsStrider","text":"Create coordinate strider","code":""},{"path":"/reference/CoordsStrider.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$new(coords, ..., stride = NULL, start = NULL, end = NULL)"},{"path":"/reference/CoordsStrider.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"The Coordinate Strider — CoordsStrider","text":"coords integer vector coordinates ... Ignored stride stride many coordinates yield per iteration; default, try yield coordinates per iteration start coords missing, starting coordinate generate end coords missing, ending coordinate generate","code":""},{"path":"/reference/CoordsStrider.html","id":"method-print-","dir":"Reference","previous_headings":"","what":"Method print()","title":"The Coordinate Strider — CoordsStrider","text":"Print coordinate strider screen","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$print()"},{"path":"/reference/CoordsStrider.html","id":"method-length-","dir":"Reference","previous_headings":"","what":"Method length()","title":"The Coordinate Strider — CoordsStrider","text":"Get length (span) coordinates within strider","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$length()"},{"path":"/reference/CoordsStrider.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"length (span) coordinate strider","code":""},{"path":"/reference/CoordsStrider.html","id":"method-has-next-","dir":"Reference","previous_headings":"","what":"Method has_next()","title":"The Coordinate Strider — CoordsStrider","text":"Determine coordinates yield","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$has_next()"},{"path":"/reference/CoordsStrider.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"TRUE coordinates yield FALSE otherwise","code":""},{"path":"/reference/CoordsStrider.html","id":"method-next-element-","dir":"Reference","previous_headings":"","what":"Method next_element()","title":"The Coordinate Strider — CoordsStrider","text":"Generate next set coordinates yield. coordinates yield, raises stopIteration error","code":""},{"path":"/reference/CoordsStrider.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"The Coordinate Strider — CoordsStrider","text":"","code":"CoordsStrider$next_element()"},{"path":"/reference/CoordsStrider.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"The Coordinate Strider — CoordsStrider","text":"integer vector next set coordinates","code":""},{"path":"/reference/CoordsStrider.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"The Coordinate Strider — CoordsStrider","text":"","code":"strider <- CoordsStrider$new(start = 1L, end = 200L, stride = 60L) while (strider$has_next()) {   str(strider$next_element()) } #> integer64 [1:60] 1 2 3 4 5 6 7 8 ...  #> integer64 [1:60] 61 62 63 64 65 66 67 68 ...  #> integer64 [1:60] 121 122 123 124 125 126 127 128 ...  #> integer64 [1:20] 181 182 183 184 185 186 187 188 ..."},{"path":"/reference/EphemeralCollection.html","id":null,"dir":"Reference","previous_headings":"","what":"Ephemeral Collections — EphemeralCollection","title":"Ephemeral Collections — EphemeralCollection","text":"Ephemeral version SOMACollections; ephemeral collections equivalent SOMA collections stored -memory instead -disk","code":""},{"path":"/reference/EphemeralCollection.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Ephemeral Collections — EphemeralCollection","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> tiledbsoma::EphemeralCollectionBase -> EphemeralCollection","code":""},{"path":"/reference/EphemeralCollection.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Ephemeral Collections — EphemeralCollection","text":"soma_type SOMA object type","code":""},{"path":"/reference/EphemeralCollection.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Ephemeral Collections — EphemeralCollection","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::EphemeralCollectionBase$add_new_collection() tiledbsoma::EphemeralCollectionBase$add_new_dataframe() tiledbsoma::EphemeralCollectionBase$add_new_dense_ndarray() tiledbsoma::EphemeralCollectionBase$add_new_sparse_ndarray() tiledbsoma::EphemeralCollectionBase$close() tiledbsoma::EphemeralCollectionBase$create() tiledbsoma::EphemeralCollectionBase$exists() tiledbsoma::EphemeralCollectionBase$get() tiledbsoma::EphemeralCollectionBase$get_metadata() tiledbsoma::EphemeralCollectionBase$get_tiledb_config() tiledbsoma::EphemeralCollectionBase$initialize() tiledbsoma::EphemeralCollectionBase$length() tiledbsoma::EphemeralCollectionBase$names() tiledbsoma::EphemeralCollectionBase$open() tiledbsoma::EphemeralCollectionBase$print() tiledbsoma::EphemeralCollectionBase$remove() tiledbsoma::EphemeralCollectionBase$set() tiledbsoma::EphemeralCollectionBase$set_metadata()","code":""},{"path":"/reference/EphemeralCollection.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Ephemeral Collections — EphemeralCollection","text":"EphemeralCollection$clone()","code":""},{"path":"/reference/EphemeralCollection.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"Ephemeral Collections — EphemeralCollection","text":"objects class cloneable method.","code":""},{"path":"/reference/EphemeralCollection.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collections — EphemeralCollection","text":"","code":"EphemeralCollection$clone(deep = FALSE)"},{"path":"/reference/EphemeralCollection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collections — EphemeralCollection","text":"deep Whether make deep clone.","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":null,"dir":"Reference","previous_headings":"","what":"Ephemeral Collection Base — EphemeralCollectionBase","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Base class ephemeral collections; ephemeral collections equivalent SOMA collections stored -memory instead -disk","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> EphemeralCollectionBase","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"uri “ephemeral-collection:<MEMORY_ADDRESS>” soma_type Dummy field ephemeral objects compatibility SOMA collections platform_config Dummy field ephemeral objects compatibility SOMA collections tiledbsoma_ctx Dummy field ephemeral objects compatibility SOMA collections object Dummy field ephemeral objects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list()","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"EphemeralCollectionBase$new() EphemeralCollectionBase$create() EphemeralCollectionBase$open() EphemeralCollectionBase$close() EphemeralCollectionBase$exists() EphemeralCollectionBase$print() EphemeralCollectionBase$get_tiledb_config() EphemeralCollectionBase$length() EphemeralCollectionBase$names() EphemeralCollectionBase$set() EphemeralCollectionBase$get() EphemeralCollectionBase$remove() EphemeralCollectionBase$set_metadata() EphemeralCollectionBase$get_metadata() EphemeralCollectionBase$add_new_collection() EphemeralCollectionBase$add_new_dataframe() EphemeralCollectionBase$add_new_dense_ndarray() EphemeralCollectionBase$add_new_sparse_ndarray() EphemeralCollectionBase$clone()","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Create ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$new(...)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"... Ignored","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Create new, empty ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$create()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Returns new ephemeral collection class class(self)","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-open-","dir":"Reference","previous_headings":"","what":"Method open()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$open(mode)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"mode Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Throws error method supported ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-close-","dir":"Reference","previous_headings":"","what":"Method close()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$close()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Invisibly returns NULL","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-exists-","dir":"Reference","previous_headings":"","what":"Method exists()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$exists()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Returns FALSE ephemeral collections exist -disk","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-print-","dir":"Reference","previous_headings":"","what":"Method print()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Special method printing object representation console","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$print()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Prints details ephemeral collection invisibly returns ","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-get-tiledb-config-","dir":"Reference","previous_headings":"","what":"Method get_tiledb_config()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$get_tiledb_config(param = NULL)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"param Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-5","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Returns NULL ephemeral collections -disk configuration","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-length-","dir":"Reference","previous_headings":"","what":"Method length()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Retrieve number items collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$length()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-6","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"length collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-names-","dir":"Reference","previous_headings":"","what":"Method names()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Retrieve names members. (lifecycle: experimental)","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$names()"},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-7","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"character vector member names.","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-set-","dir":"Reference","previous_headings":"","what":"Method set()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Add object ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$set(object, name = NULL, relative = NULL)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"object TileDB object (eg. TileDBGroup) add collection name name add object relative Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-8","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"[chainable] Invisibly returns self object added name","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-get-","dir":"Reference","previous_headings":"","what":"Method get()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Get objects ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$get(name)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"name Name object collection get","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-9","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"object named name","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-remove-","dir":"Reference","previous_headings":"","what":"Method remove()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Remove objects ephemeral collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$remove(name)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"name Name object remove collection","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-10","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"[chainable] Invisibly returns self object name removed","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-set-metadata-","dir":"Reference","previous_headings":"","what":"Method set_metadata()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$set_metadata(metadata)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"metadata Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-11","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Throws error method supported ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-get-metadata-","dir":"Reference","previous_headings":"","what":"Method get_metadata()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$get_metadata(key = NULL)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"key Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-12","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"empty list","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-add-new-collection-","dir":"Reference","previous_headings":"","what":"Method add_new_collection()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects 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objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-add-new-dense-ndarray-","dir":"Reference","previous_headings":"","what":"Method add_new_dense_ndarray()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-16","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$add_new_dense_ndarray(key, type, shape)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-10","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"key, type, shape Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-15","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Throws error method supported ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-add-new-sparse-ndarray-","dir":"Reference","previous_headings":"","what":"Method add_new_sparse_ndarray()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Dummy method ephemeral cobjects compatibility SOMA collections","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-17","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$add_new_sparse_ndarray(key, type, shape)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-11","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"key, type, shape Ignored ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"returns-16","dir":"Reference","previous_headings":"","what":"Returns","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"Throws error method supported ephemeral objects","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"objects class cloneable method.","code":""},{"path":"/reference/EphemeralCollectionBase.html","id":"usage-18","dir":"Reference","previous_headings":"","what":"Usage","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"","code":"EphemeralCollectionBase$clone(deep = FALSE)"},{"path":"/reference/EphemeralCollectionBase.html","id":"arguments-12","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ephemeral Collection Base — EphemeralCollectionBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/EphemeralExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"Ephemeral SOMA Experiment — EphemeralExperiment","title":"Ephemeral SOMA Experiment — EphemeralExperiment","text":"Ephemeral version SOMAExperiments; ephemeral experiments equivalent SOMA experiments stored -memory instead -disk","code":""},{"path":"/reference/EphemeralExperiment.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Ephemeral SOMA Experiment — EphemeralExperiment","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> tiledbsoma::EphemeralCollectionBase -> EphemeralExperiment","code":""},{"path":"/reference/EphemeralExperiment.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Ephemeral SOMA Experiment — EphemeralExperiment","text":"obs SOMADataFrame containing annotations observation axis. contents 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(lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_dense_ndarray(   key,   type,   shape,   platform_config = NULL )"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"key key added. type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object platform_config platform configuration object platform_config platform configuration object","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-add-new-sparse-ndarray-","dir":"Reference","previous_headings":"","what":"Method add_new_sparse_ndarray()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"Add new SOMA SparseNdArray collection. (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$add_new_sparse_ndarray(   key,   type,   shape,   platform_config = NULL )"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"key key added. type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object platform_config platform configuration object platform_config platform configuration object","code":""},{"path":"/reference/SOMACollectionBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Collection Base Class — SOMACollectionBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMACollectionBase.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Collection Base Class — SOMACollectionBase","text":"","code":"SOMACollectionBase$clone(deep = FALSE)"},{"path":"/reference/SOMACollectionBase.html","id":"arguments-8","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Collection Base Class — SOMACollectionBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMACollectionCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Collection — SOMACollectionCreate","title":"Create SOMA Collection — SOMACollectionCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Collection — SOMACollectionCreate","text":"","code":"SOMACollectionCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMACollectionCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Collection — SOMACollectionCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMACollectionOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Collection — SOMACollectionOpen","title":"Open SOMA Collection — SOMACollectionOpen","text":"Factory function open SOMACollection reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMACollectionOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Collection — SOMACollectionOpen","text":"","code":"SOMACollectionOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMACollectionOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Collection — SOMACollectionOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAContextBase.html","id":null,"dir":"Reference","previous_headings":"","what":"Base SOMA Context — SOMAContextBase","title":"Base SOMA Context — SOMAContextBase","text":"R6 mapping class SOMA context options. class used basis platform-specific contexts checks SOMA-specific context options","code":""},{"path":"/reference/SOMAContextBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"Base SOMA Context — SOMAContextBase","text":"tiledbsoma::MappingBase -> tiledbsoma::ScalarMap -> SOMAContextBase","code":""},{"path":"/reference/SOMAContextBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"Base SOMA Context — SOMAContextBase","text":"tiledbsoma::MappingBase$get() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$setv() tiledbsoma::MappingBase$to_list() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/SOMAContextBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Base SOMA Context — SOMAContextBase","text":"SOMAContextBase$new() SOMAContextBase$set() SOMAContextBase$clone()","code":""},{"path":[]},{"path":"/reference/SOMAContextBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$new(config = NULL)"},{"path":"/reference/SOMAContextBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"config ...","code":""},{"path":"/reference/SOMAContextBase.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"Base SOMA Context — SOMAContextBase","text":"virtual class directly instantiated","code":""},{"path":[]},{"path":"/reference/SOMAContextBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$set(key, value)"},{"path":"/reference/SOMAContextBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"key Key set value Value add key, NULL remove entry key","code":""},{"path":"/reference/SOMAContextBase.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"Base SOMA Context — SOMAContextBase","text":"[chainable] Invisibly returns self value added key","code":""},{"path":"/reference/SOMAContextBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"Base SOMA Context — SOMAContextBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAContextBase.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"Base SOMA Context — SOMAContextBase","text":"","code":"SOMAContextBase$clone(deep = FALSE)"},{"path":"/reference/SOMAContextBase.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"Base SOMA Context — SOMAContextBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADataFrame.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMADataFrame — SOMADataFrame","title":"SOMADataFrame — SOMADataFrame","text":"SOMADataFrame multi-column table must contain column called soma_joinid type int64, contains unique value row intended act join key objects, SOMASparseNDArray.  (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMADataFrame — SOMADataFrame","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> SOMADataFrame","code":""},{"path":"/reference/SOMADataFrame.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMADataFrame — SOMADataFrame","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape()","code":""},{"path":"/reference/SOMADataFrame.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMADataFrame — SOMADataFrame","text":"SOMADataFrame$create() SOMADataFrame$write() SOMADataFrame$read() SOMADataFrame$update() SOMADataFrame$shape() SOMADataFrame$clone()","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"SOMADataFrame — SOMADataFrame","text":"Create (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$create(   schema,   index_column_names = c(\"soma_joinid\"),   platform_config = NULL,   internal_use_only = NULL )"},{"path":"/reference/SOMADataFrame.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"schema arrow::schema. index_column_names vector column names use user-defined index columns.  named columns must exist schema, least one index column name required. platform_config platform configuration object internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMADataFrame — SOMADataFrame","text":"Write (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$write(values)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"values arrow::Table arrow::RecordBatch containing columns, including index columns. schema values must match schema SOMADataFrame.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMADataFrame — SOMADataFrame","text":"Read (lifecycle: experimental) Read user-defined subset data, addressed dataframe indexing column, optionally filtered.","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$read(   coords = NULL,   column_names = NULL,   value_filter = NULL,   result_order = \"auto\",   iterated = FALSE,   log_level = \"auto\" )"},{"path":"/reference/SOMADataFrame.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"coords Optional named list indices specifying rows read; (named) list element corresponds dimension name. column_names Optional character vector column names return. value_filter Optional string containing logical expression used filter returned values. See tiledb::parse_query_condition information. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). iterated Option boolean indicated whether data read call (FALSE, default value) several iterated steps. log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADataFrame.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADataFrame — SOMADataFrame","text":"arrow::Table TableReadIter","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-update-","dir":"Reference","previous_headings":"","what":"Method update()","title":"SOMADataFrame — SOMADataFrame","text":"Update (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$update(values, row_index_name = NULL)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"values data.frame, arrow::Table, arrow::RecordBatch. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMADataFrame.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"SOMADataFrame — SOMADataFrame","text":"Update existing SOMADataFrame add remove columns based input: columns present current SOMADataFrame absent new values dropped columns absent current SOMADataFrame present new values added columns present left alone, exception values different type column, entire update fail attribute types changed. Furthermore, values must contain number rows current SOMADataFrame.","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-shape-","dir":"Reference","previous_headings":"","what":"Method shape()","title":"SOMADataFrame — SOMADataFrame","text":"Retrieve shape; SOMADataFrames shapeless, simply raises error","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$shape()"},{"path":"/reference/SOMADataFrame.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADataFrame — SOMADataFrame","text":"None, instead .NotYetImplemented() error raised","code":""},{"path":"/reference/SOMADataFrame.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMADataFrame — SOMADataFrame","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMADataFrame.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADataFrame — SOMADataFrame","text":"","code":"SOMADataFrame$clone(deep = FALSE)"},{"path":"/reference/SOMADataFrame.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADataFrame — SOMADataFrame","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADataFrameCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA DataFrame — SOMADataFrameCreate","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrameCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"","code":"SOMADataFrameCreate(   uri,   schema,   index_column_names = c(\"soma_joinid\"),   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADataFrameCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA DataFrame — SOMADataFrameCreate","text":"uri URI TileDB object schema Arrow schema argument SOMA dataframe index_column_names vector column names use user-defined index columns; named columns must exist schema, least one index column name required ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMADataFrameOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA DataFrame — SOMADataFrameOpen","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"Factory function open SOMADataFrame reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADataFrameOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"","code":"SOMADataFrameOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADataFrameOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA DataFrame — SOMADataFrameOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMADenseNDArray — SOMADenseNDArray","title":"SOMADenseNDArray — SOMADenseNDArray","text":"SOMADenseNDArray dense, N-dimensional array primitive type, offset (zero-based) int64 integer indexing dimension domain [0, maxInt64). SOMADenseNDArray user-defined schema, includes: type: primitive type, expressed Arrow type (e.g., int64, float32, etc), indicating type data contained within array shape: shape array, .e., number length dimension dimensions must positive, non-zero length, must 1 dimensions. default \"fill\" value SOMADenseNDArray zero null value array type (e.g., Arrow.float32 defaults 0.0). write method currently limited writing 2-d matrices. (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMADenseNDArray — SOMADenseNDArray","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> tiledbsoma::SOMANDArrayBase -> SOMADenseNDArray","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMADenseNDArray — SOMADenseNDArray","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape() tiledbsoma::SOMANDArrayBase$create()","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMADenseNDArray — SOMADenseNDArray","text":"SOMADenseNDArray$read_arrow_table() SOMADenseNDArray$read_dense_matrix() SOMADenseNDArray$write() SOMADenseNDArray$clone()","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-read-arrow-table-","dir":"Reference","previous_headings":"","what":"Method read_arrow_table()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Read 'arrow::Table' (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$read_arrow_table(   coords = NULL,   result_order = \"auto\",   log_level = \"warn\" )"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADenseNDArray — SOMADenseNDArray","text":"arrow::Table.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-read-dense-matrix-","dir":"Reference","previous_headings":"","what":"Method read_dense_matrix()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Read dense matrix (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$read_dense_matrix(   coords = NULL,   result_order = \"ROW_MAJOR\",   log_level = \"warn\" )"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\".","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMADenseNDArray — SOMADenseNDArray","text":"matrix object","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"Write matrix data array. (lifecycle: experimental) general write methods higher-dimensional array added.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$write(values, coords = NULL)"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"values matrix. Character dimension names ignored SOMANDArray's use integer indexing. coords list integer vectors, one dimension, length equal number values write. NULL, default, values taken row column names values.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMADenseNDArray — SOMADenseNDArray","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMADenseNDArray.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMADenseNDArray — SOMADenseNDArray","text":"","code":"SOMADenseNDArray$clone(deep = FALSE)"},{"path":"/reference/SOMADenseNDArray.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMADenseNDArray — SOMADenseNDArray","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMADenseNDArrayCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"Factory function create SOMADenseNDArray writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArrayCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"","code":"SOMADenseNDArrayCreate(   uri,   type,   shape,   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADenseNDArrayCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Dense Nd Array — SOMADenseNDArrayCreate","text":"uri URI TileDB object type Arrow type defining type element array. shape vector integers defining shape array. platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMADenseNDArrayOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"Factory function open SOMADenseNDArray reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMADenseNDArrayOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"","code":"SOMADenseNDArrayOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMADenseNDArrayOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Dense Nd Array — SOMADenseNDArrayOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Experiment — SOMAExperiment","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment specialized SOMACollection, representing one modes measurement across single collection cells (aka \"multimodal dataset\") pre-defined fields: obs ms (see Active Bindings details). (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperiment.html","id":"adding-new-objects-to-a-collection","dir":"Reference","previous_headings":"","what":"Adding new objects to a collection","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment class provides number type-specific methods adding new object collection, add_new_sparse_ndarray() add_new_dataframe(). methods create new object add member SOMAExperiment. new object always inherit parent context (see SOMATileDBContext) , default, platform configuration (see PlatformConfig). However, user can override default platform configuration passing custom configuration platform_config argument.","code":""},{"path":"/reference/SOMAExperiment.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Experiment — SOMAExperiment","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> SOMAExperiment","code":""},{"path":"/reference/SOMAExperiment.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Experiment — SOMAExperiment","text":"obs SOMADataFrame containing primary annotations observation axis. contents soma_joinid column define observation index domain, obs_id. observations SOMAExperiment must defined dataframe. ms SOMACollection named SOMAMeasurements.","code":""},{"path":"/reference/SOMAExperiment.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Experiment — SOMAExperiment","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$close() tiledbsoma::TileDBGroup$get_metadata() tiledbsoma::TileDBGroup$length() tiledbsoma::TileDBGroup$names() tiledbsoma::TileDBGroup$open() tiledbsoma::TileDBGroup$print() tiledbsoma::TileDBGroup$remove() tiledbsoma::TileDBGroup$set_metadata() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::SOMACollectionBase$add_new_collection() tiledbsoma::SOMACollectionBase$add_new_dataframe() tiledbsoma::SOMACollectionBase$add_new_dense_ndarray() tiledbsoma::SOMACollectionBase$add_new_sparse_ndarray() tiledbsoma::SOMACollectionBase$create() tiledbsoma::SOMACollectionBase$get() tiledbsoma::SOMACollectionBase$initialize() tiledbsoma::SOMACollectionBase$set()","code":""},{"path":"/reference/SOMAExperiment.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperiment$axis_query() SOMAExperiment$update_obs() SOMAExperiment$update_var() SOMAExperiment$clone()","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-axis-query-","dir":"Reference","previous_headings":"","what":"Method axis_query()","title":"SOMA Experiment — SOMAExperiment","text":"Subset extract data SOMAMeasurement querying obs/var axes.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$axis_query(measurement_name, obs_query = NULL, var_query = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"measurement_name name measurement query. obs_query, var_query SOMAAxisQuery object obs/var axis.","code":""},{"path":"/reference/SOMAExperiment.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMA Experiment — SOMAExperiment","text":"SOMAExperimentAxisQuery object.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-update-obs-","dir":"Reference","previous_headings":"","what":"Method update_obs()","title":"SOMA Experiment — SOMAExperiment","text":"Update obs SOMADataFrame add remove columns. See SOMADataFrame$update() details.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$update_obs(values, row_index_name = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"values data.frame, arrow::Table, arrow::RecordBatch. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-update-var-","dir":"Reference","previous_headings":"","what":"Method update_var()","title":"SOMA Experiment — SOMAExperiment","text":"Update var SOMADataFrame add remove columns. See SOMADataFrame$update() details.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$update_var(values, measurement_name, row_index_name = NULL)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"values data.frame, arrow::Table, arrow::RecordBatch. measurement_name name SOMAMeasurement whose var updated. row_index_name optional scalar character. provided, values argument data.frame row names, row names extracted added new column data.frame prior performing update. name new column set value specified row_index_name.","code":""},{"path":"/reference/SOMAExperiment.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Experiment — SOMAExperiment","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAExperiment.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Experiment — SOMAExperiment","text":"","code":"SOMAExperiment$clone(deep = FALSE)"},{"path":"/reference/SOMAExperiment.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Experiment — SOMAExperiment","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Perform axis-based query SOMAExperiment. SOMAExperimentAxisQuery allows easy selection extraction data single SOMAMeasurement SOMAExperiment, obs/var (axis) coordinates /value filter. primary use class slicing SOMAExperiment X layers obs var value /coordinates. (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"x-layer-support","dir":"Reference","previous_headings":"","what":"X Layer Support","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Slicing SOMASparseNDArray X matrices supported; slicing SOMADenseNDArray supported time.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"result-size","dir":"Reference","previous_headings":"","what":"Result Size","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SOMAExperimentAxisQuery query class assumes can store full result axis dataframe queries memory, provides incremental access underlying X NDArray. Accessors n_obs n_vars codify class.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"experiment parent SOMAExperiment object. indexer SOMAAxisIndexer object. obs_query obs SOMAAxisQuery object. var_query var SOMAAxisQuery object. n_obs number obs axis query results. n_vars number var axis query results. obs_df obs SOMADataFrame object. var_df var SOMADataFrame object specified measurement_name. ms SOMAMeasurement object specified measurement_name.","code":""},{"path":[]},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SOMAExperimentAxisQuery$new() SOMAExperimentAxisQuery$obs() SOMAExperimentAxisQuery$var() SOMAExperimentAxisQuery$obs_joinids() SOMAExperimentAxisQuery$var_joinids() SOMAExperimentAxisQuery$X() SOMAExperimentAxisQuery$obsm() SOMAExperimentAxisQuery$varm() SOMAExperimentAxisQuery$obsp() SOMAExperimentAxisQuery$varp() SOMAExperimentAxisQuery$read() SOMAExperimentAxisQuery$to_sparse_matrix() SOMAExperimentAxisQuery$to_seurat() SOMAExperimentAxisQuery$to_seurat_assay() SOMAExperimentAxisQuery$to_seurat_reduction() SOMAExperimentAxisQuery$to_seurat_graph() SOMAExperimentAxisQuery$to_single_cell_experiment() SOMAExperimentAxisQuery$clone()","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Create new SOMAExperimentAxisQuery object.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$new(   experiment,   measurement_name,   obs_query = NULL,   var_query = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"experiment SOMAExperiment object. measurement_name name measurement query. obs_query, var_query SOMAAxisQuery object obs/var axis.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obs-","dir":"Reference","previous_headings":"","what":"Method obs()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve obs TableReadIter","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obs(column_names = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"column_names character vector column names retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-var-","dir":"Reference","previous_headings":"","what":"Method var()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve var arrow::Table","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$var(column_names = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"column_names character vector column names retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obs-joinids-","dir":"Reference","previous_headings":"","what":"Method obs_joinids()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve soma_joinids arrow::Array obs.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obs_joinids()"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-var-joinids-","dir":"Reference","previous_headings":"","what":"Method var_joinids()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve soma_joinids arrow::Array var.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$var_joinids()"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-x-","dir":"Reference","previous_headings":"","what":"Method X()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves X layer linkSOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$X(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obsm-","dir":"Reference","previous_headings":"","what":"Method obsm()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves obsm layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obsm(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-varm-","dir":"Reference","previous_headings":"","what":"Method varm()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves varm layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$varm(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-obsp-","dir":"Reference","previous_headings":"","what":"Method obsp()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves obsp layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$obsp(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-varp-","dir":"Reference","previous_headings":"","what":"Method varp()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieves varp layer SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$varp(layer_name)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"layer_name name layer retrieve","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Reads entire query result list arrow::Tables. low-level routine intended used loaders -core formats, Seurat, can created resulting Tables.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$read(   X_layers = NULL,   obs_column_names = NULL,   var_column_names = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-8","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers name(s) X layer(s) read return. obs_column_names, var_column_names Specify column names var obs dataframes read return.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-sparse-matrix-","dir":"Reference","previous_headings":"","what":"Method to_sparse_matrix()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Retrieve collection layer sparse matrix named dimensions. Load layer X, obsm, varm, obsp, varp collections sparse matrix. default matrix dimensions named using soma_joinid values specified layer's dimensions (e.g., soma_dim_0). However, dimensions can named using values obs var column uniquely identifies record specifying obs_index var_index arguments. layers obsm varm, column axis (axis indexed “obs” “var”) set range values present “soma_dim_1”; ensures gaps axis preserved (eg. query “obs” results selecting entries zero given PC)","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_sparse_matrix(   collection,   layer_name,   obs_index = NULL,   var_index = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-9","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"collection SOMACollection containing layer interest, either: \"X\", \"obsm\", \"varm\", \"obsp\", \"varp\". layer_name Name layer retrieve collection. obs_index, var_index Name column obs var (var_index) containing values used dimension labels resulting matrix. Whether values used row column labels depends selected collection:","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Matrix::sparseMatrix","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-","dir":"Reference","previous_headings":"","what":"Method to_seurat()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat(   X_layers = c(counts = \"counts\", data = \"logcounts\"),   obs_index = NULL,   var_index = NULL,   obs_column_names = NULL,   var_column_names = NULL,   obsm_layers = NULL,   varm_layers = NULL,   obsp_layers = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-10","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers named character X layers add Seurat assay names names Seurat slots values names layers within X; names one : “counts” add layer counts “data” add layer data “scale.data” add layer scale.data obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default obs_column_names Names columns obs add cell-level meta data; default, loads columns var_column_names Names columns var add feature-level meta data; default, loads columns obsm_layers Names arrays obsm add cell embeddings; pass FALSE suppress loading dimensional reductions; default, loads dimensional reduction information varm_layers Named vector arrays varm load feature loadings; names must names arrays obsm (eg. varm_layers = c(X_pca = \"PCs\")); pass FALSE suppress loading feature loadings; try determine varm_layers obsm_layers obsp_layers Names arrays obsp load Graphs; default, loads graphs","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Seurat object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-assay-","dir":"Reference","previous_headings":"","what":"Method to_seurat_assay()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat Assay","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_assay(   X_layers = c(counts = \"counts\", data = \"logcounts\"),   obs_index = NULL,   var_index = NULL,   var_column_names = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-11","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers named character X layers add Seurat assay names names Seurat slots values names layers within X; names one : “counts” add layer counts “data” add layer data “scale.data” add layer scale.data obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default var_column_names Names columns var add feature-level meta data; default, loads columns","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Assay object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-reduction-","dir":"Reference","previous_headings":"","what":"Method to_seurat_reduction()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat dimensional reduction","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_reduction(   obsm_layer,   varm_layer = NULL,   obs_index = NULL,   var_index = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-12","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"obsm_layer Name array obsm load cell embeddings varm_layer Name array varm load feature loadings; default, try determine varm_layer obsm_layer obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"DimReduc object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-seurat-graph-","dir":"Reference","previous_headings":"","what":"Method to_seurat_graph()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query Seurat graph","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-15","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_seurat_graph(obsp_layer, obs_index = NULL)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-13","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"obsp_layer Name array obsp load graph obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Graph object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-to-single-cell-experiment-","dir":"Reference","previous_headings":"","what":"Method to_single_cell_experiment()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"Loads query SingleCellExperiment object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-16","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$to_single_cell_experiment(   X_layers = NULL,   obs_index = NULL,   var_index = NULL,   obs_column_names = NULL,   var_column_names = NULL,   obsm_layers = NULL,   obsp_layers = NULL,   varp_layers = NULL )"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-14","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"X_layers character vector X layers add assays main experiment; may optionally named set name resulting assay (eg. X_layers = c(counts = \"raw\") load X layer “raw” assay “counts”); default, loads X layers obs_index Name column obs add cell names; uses paste0(\"cell\", obs_joinids()) default var_index Name column var add feature names; uses paste0(\"feature\", var_joinids()) default obs_column_names Names columns obs add colData; default, loads columns var_column_names Names columns var add rowData; default, loads columns obsm_layers Names arrays obsm add reduced dimensions; pass FALSE suppress loading reduced dimensions; default, loads reduced dimensions obsp_layers Names arrays obsp load SelfHits; default, loads graphs varp_layers Names arrays varp load SelfHits; default, loads networks","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"returns-5","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"SingleCellExperiment object","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"usage-17","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"","code":"SOMAExperimentAxisQuery$clone(deep = FALSE)"},{"path":"/reference/SOMAExperimentAxisQuery.html","id":"arguments-15","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMAExperiment Axis Query — SOMAExperimentAxisQuery","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAExperimentCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Experiment — SOMAExperimentCreate","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"Factory function create SOMADataFrame writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"","code":"SOMAExperimentCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAExperimentCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Experiment — SOMAExperimentCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMAExperimentOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Experiment — SOMAExperimentOpen","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"Factory function open SOMAExperiment reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAExperimentOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"","code":"SOMAExperimentOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAExperimentOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Experiment — SOMAExperimentOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMAMeasurement.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA Measurement — SOMAMeasurement","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement sub-element SOMAExperiment, otherwise specialized SOMACollection pre-defined fields: X, var, obsm/varm, obsp/varp (see Active Bindings details). (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurement.html","id":"adding-new-objects-to-a-collection","dir":"Reference","previous_headings":"","what":"Adding new objects to a collection","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement class provides number type-specific methods adding new object collection, add_new_sparse_ndarray() add_new_dataframe(). methods create new object add member SOMAMeasurement. new object always inherit parent context (see SOMATileDBContext) , default, platform configuration (see PlatformConfig). However, user can override default platform configuration passing custom configuration platform_config argument.","code":""},{"path":"/reference/SOMAMeasurement.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA Measurement — SOMAMeasurement","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBGroup -> tiledbsoma::SOMACollectionBase -> SOMAMeasurement","code":""},{"path":"/reference/SOMAMeasurement.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"SOMA Measurement — SOMAMeasurement","text":"var SOMADataFrame containing primary annotations variable axis, variables measurement (.e., annotates columns X). contents soma_joinid column define variable index domain, var_id. variables measurement must defined dataframe. X SOMACollection SOMASparseNDArrays, contains measured feature values indexed [obsid, varid]. obsm SOMACollection SOMADenseNDArrays containing annotations observation axis. array indexed obsid shape obs. obsp SOMACollection SOMASparseNDArrays containing pairwise annotations observation axis indexed [obsid_1, obsid_2]. varm SOMACollection SOMADenseNDArrays containing annotations variable axis. array indexed varid shape var. varp SOMACollection SOMASparseNDArrays containing pairwise annotations variable axis indexed [varid_1, varid_2].","code":""},{"path":"/reference/SOMAMeasurement.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA Measurement — SOMAMeasurement","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBGroup$close() tiledbsoma::TileDBGroup$get_metadata() tiledbsoma::TileDBGroup$length() tiledbsoma::TileDBGroup$names() tiledbsoma::TileDBGroup$open() tiledbsoma::TileDBGroup$print() tiledbsoma::TileDBGroup$remove() tiledbsoma::TileDBGroup$set_metadata() tiledbsoma::TileDBGroup$to_data_frame() tiledbsoma::TileDBGroup$to_list() tiledbsoma::SOMACollectionBase$add_new_collection() tiledbsoma::SOMACollectionBase$add_new_dataframe() tiledbsoma::SOMACollectionBase$add_new_dense_ndarray() tiledbsoma::SOMACollectionBase$add_new_sparse_ndarray() tiledbsoma::SOMACollectionBase$create() tiledbsoma::SOMACollectionBase$get() tiledbsoma::SOMACollectionBase$initialize() tiledbsoma::SOMACollectionBase$set()","code":""},{"path":"/reference/SOMAMeasurement.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA Measurement — SOMAMeasurement","text":"SOMAMeasurement$clone()","code":""},{"path":"/reference/SOMAMeasurement.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA Measurement — SOMAMeasurement","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMAMeasurement.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA Measurement — SOMAMeasurement","text":"","code":"SOMAMeasurement$clone(deep = FALSE)"},{"path":"/reference/SOMAMeasurement.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA Measurement — SOMAMeasurement","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAMeasurementCreate.html","id":null,"dir":"Reference","previous_headings":"","what":"Create SOMA Measurement — SOMAMeasurementCreate","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"Factory function create SOMAMeasurement writing, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurementCreate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"","code":"SOMAMeasurementCreate(   uri,   ingest_mode = c(\"write\", \"resume\"),   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAMeasurementCreate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create SOMA Measurement — SOMAMeasurementCreate","text":"uri URI TileDB object ingest_mode Ingestion mode creating TileDB object; choose : “write”: create new TileDB object error already exists “resume”: attempt create new TileDB object; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp","code":""},{"path":"/reference/SOMAMeasurementOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open SOMA Measurement — SOMAMeasurementOpen","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"Factory function open SOMAMeasurement reading, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAMeasurementOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"","code":"SOMAMeasurementOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAMeasurementOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open SOMA Measurement — SOMAMeasurementOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMA NDArray Base Class — SOMANDArrayBase","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"Adds NDArray-specific functionality SOMAArrayBase class. (lifecycle: experimental)","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> SOMANDArrayBase","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape()","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"SOMANDArrayBase$create() SOMANDArrayBase$clone()","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"Create SOMA NDArray named URI. (lifecycle: experimental)","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"","code":"SOMANDArrayBase$create(   type,   shape,   platform_config = NULL,   internal_use_only = NULL )"},{"path":"/reference/SOMANDArrayBase.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"type Arrow type defining type element array. shape vector integers defining shape array. platform_config platform configuration object internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMANDArrayBase.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"","code":"SOMANDArrayBase$clone(deep = FALSE)"},{"path":"/reference/SOMANDArrayBase.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMA NDArray Base Class — SOMANDArrayBase","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMAOpen.html","id":null,"dir":"Reference","previous_headings":"","what":"Open a SOMA Object — SOMAOpen","title":"Open a SOMA Object — SOMAOpen","text":"Utility function open corresponding SOMA Object given URI, (lifecycle: experimental)","code":""},{"path":"/reference/SOMAOpen.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Open a SOMA Object — SOMAOpen","text":"","code":"SOMAOpen(   uri,   mode = \"READ\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   tiledb_timestamp = NULL )"},{"path":"/reference/SOMAOpen.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Open a SOMA Object — SOMAOpen","text":"uri URI TileDB object mode One \"READ\" \"WRITE\" platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext tiledb_timestamp Optional Datetime (POSIXct) TileDB timestamp. SOMACollections, accessed members inherit collection opening timestamp, READ mode collection timestamp defaults time opening.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMASparseNDArray — SOMASparseNDArray","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArray sparse, N-dimensional array offset (zero-based) integer indexing dimension. SOMASparseNDArray user-defined schema, includes: type - primitive type, expressed Arrow type (e.g., int64, float32, etc) shape - shape array, .e., number length dimension dimensions must positive, non-zero length. Note - TileDB sparse array N int64 dimensions domain [0, maxInt64), single attribute.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"duplicate-writes","dir":"Reference","previous_headings":"","what":"Duplicate writes","title":"SOMASparseNDArray — SOMASparseNDArray","text":"duplicate index values allowed, index values already present object overwritten new index values added. (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"super-classes","dir":"Reference","previous_headings":"","what":"Super classes","title":"SOMASparseNDArray — SOMASparseNDArray","text":"tiledbsoma::TileDBObject -> tiledbsoma::TileDBArray -> tiledbsoma::SOMAArrayBase -> tiledbsoma::SOMANDArrayBase -> SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMASparseNDArray — SOMASparseNDArray","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen() tiledbsoma::TileDBArray$attributes() tiledbsoma::TileDBArray$attrnames() tiledbsoma::TileDBArray$close() tiledbsoma::TileDBArray$colnames() tiledbsoma::TileDBArray$dimensions() tiledbsoma::TileDBArray$dimnames() tiledbsoma::TileDBArray$fragment_count() tiledbsoma::TileDBArray$get_metadata() tiledbsoma::TileDBArray$index_column_names() tiledbsoma::TileDBArray$ndim() tiledbsoma::TileDBArray$non_empty_domain() tiledbsoma::TileDBArray$open() tiledbsoma::TileDBArray$print() tiledbsoma::TileDBArray$schema() tiledbsoma::TileDBArray$set_metadata() tiledbsoma::TileDBArray$shape() tiledbsoma::TileDBArray$tiledb_array() tiledbsoma::TileDBArray$tiledb_schema() tiledbsoma::TileDBArray$used_shape() tiledbsoma::SOMANDArrayBase$create()","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArray$read() SOMASparseNDArray$write() SOMASparseNDArray$nnz() SOMASparseNDArray$clone()","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-read-","dir":"Reference","previous_headings":"","what":"Method read()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Reads user-defined slice SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$read(   coords = NULL,   result_order = \"auto\",   log_level = \"auto\" )"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"coords Optional list integer vectors, one dimension, length equal number values read. NULL, values read. List elements can named specifying subset dimensions. result_order Optional order read results. can one either \"ROW_MAJOR, \"COL_MAJOR\", \"auto\"` (default). log_level Optional logging level default value \"warn\". iterated Option boolean indicated whether data read call (FALSE, default value) several iterated steps.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArray — SOMASparseNDArray","text":"SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-write-","dir":"Reference","previous_headings":"","what":"Method write()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Write matrix-like data array. (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$write(values, bbox = NULL)"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"values matrix-like object coercible TsparseMatrix. Character dimension names ignored SOMANDArray's use integer indexing. bbox vector integers describing upper bounds dimension values. Generally NULL.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-nnz-","dir":"Reference","previous_headings":"","what":"Method nnz()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"Retrieve number non-zero elements (lifecycle: experimental)","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$nnz()"},{"path":"/reference/SOMASparseNDArray.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"SOMASparseNDArray — SOMASparseNDArray","text":"scalar number non-zero elements","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"SOMASparseNDArray — SOMASparseNDArray","text":"objects class cloneable method.","code":""},{"path":"/reference/SOMASparseNDArray.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"SOMASparseNDArray — SOMASparseNDArray","text":"","code":"SOMASparseNDArray$clone(deep = FALSE)"},{"path":"/reference/SOMASparseNDArray.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"SOMASparseNDArray — SOMASparseNDArray","text":"deep Whether make deep clone.","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":null,"dir":"Reference","previous_headings":"","what":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Blockwise reader SOMASparseNDArray","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"tiledbsoma::SOMASparseNDArrayReadBase -> SOMASparseNDArrayBlockwiseRead","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"axis axis iterate blockwise fashion","code":""},{"path":[]},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"SOMASparseNDArrayBlockwiseRead$new() SOMASparseNDArrayBlockwiseRead$tables() SOMASparseNDArrayBlockwiseRead$sparse_matrix()","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"Create","code":""},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"","code":"SOMASparseNDArrayBlockwiseRead$new(   sr,   array,   coords,   axis,   ...,   size,   reindex_disable_on_axis = NULL )"},{"path":"/reference/SOMASparseNDArrayBlockwiseRead.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blockwise Sparse ND-Array Reader — SOMASparseNDArrayBlockwiseRead","text":"sr SOMA read pointer array Underlying SOMASparseNDArray coords Optional named list integer64 values; must named array$dimnames() axis Axis iterate blockwise manner ... 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READ mode, defaults current time. non-NULL, members accessed collection object inherit timestamp.","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":null,"dir":"Reference","previous_headings":"","what":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Intermediate type choose result format reading sparse array","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"tiledbsoma::SOMASparseNDArrayReadBase -> SOMASparseNDArrayRead","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"tiledbsoma::SOMASparseNDArrayReadBase$initialize()","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"SOMASparseNDArrayRead$sparse_matrix() SOMASparseNDArrayRead$tables() SOMASparseNDArrayRead$blockwise()","code":""},{"path":"/reference/SOMASparseNDArrayRead.html","id":"method-sparse-matrix-","dir":"Reference","previous_headings":"","what":"Method sparse_matrix()","title":"SOMASparseNDArrayRead — SOMASparseNDArrayRead","text":"Read sparse matrix (lifecycle: experimental). 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TileDBArray","text":"","code":"TileDBArray$attributes()"},{"path":"/reference/TileDBArray.html","id":"returns-12","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"list tiledb::tiledb_attr objects","code":""},{"path":"/reference/TileDBArray.html","id":"method-dimnames-","dir":"Reference","previous_headings":"","what":"Method dimnames()","title":"TileDB Array Base Class — TileDBArray","text":"Retrieve dimension names (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$dimnames()"},{"path":"/reference/TileDBArray.html","id":"returns-13","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array's dimension 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TileDBArray","text":"","code":"TileDBArray$index_column_names()"},{"path":"/reference/TileDBArray.html","id":"returns-16","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Array Base Class — TileDBArray","text":"character vector array index (dimension) names","code":""},{"path":"/reference/TileDBArray.html","id":"method-fragment-count-","dir":"Reference","previous_headings":"","what":"Method fragment_count()","title":"TileDB Array Base Class — TileDBArray","text":"Get number fragments array (lifecycle: experimental)","code":""},{"path":"/reference/TileDBArray.html","id":"usage-18","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Array Base Class — TileDBArray","text":"","code":"TileDBArray$fragment_count()"},{"path":"/reference/TileDBArray.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"TileDB Array Base Class — TileDBArray","text":"objects class cloneable 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Intended internal use .","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"TileDBCreateOptions — TileDBCreateOptions","text":"tiledbsoma::MappingBase -> TileDBCreateOptions","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"TileDBCreateOptions — TileDBCreateOptions","text":"tiledbsoma::MappingBase$get() tiledbsoma::MappingBase$items() tiledbsoma::MappingBase$keys() tiledbsoma::MappingBase$length() tiledbsoma::MappingBase$print() tiledbsoma::MappingBase$remove() tiledbsoma::MappingBase$set() tiledbsoma::MappingBase$setv() tiledbsoma::MappingBase$update() tiledbsoma::MappingBase$values()","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"TileDBCreateOptions — TileDBCreateOptions","text":"TileDBCreateOptions$new() TileDBCreateOptions$cell_tile_orders() TileDBCreateOptions$dim_tile() TileDBCreateOptions$capacity() TileDBCreateOptions$allows_duplicates() TileDBCreateOptions$dataframe_dim_zstd_level() TileDBCreateOptions$sparse_nd_array_dim_zstd_level() TileDBCreateOptions$offsets_filters() TileDBCreateOptions$validity_filters() TileDBCreateOptions$dim_filters() TileDBCreateOptions$attr_filters() TileDBCreateOptions$write_X_chunked() TileDBCreateOptions$goal_chunk_nnz() TileDBCreateOptions$to_list() TileDBCreateOptions$clone()","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"Create TileDBCreateOptions object","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$new(platform_config = NULL)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"platform_config platform configuration object","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-cell-tile-orders-","dir":"Reference","previous_headings":"","what":"Method cell_tile_orders()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"Returns cell tile orders used. neither cell_order tile_order present, case use default values provided.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$cell_tile_orders()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"two-length character vector names “cell_order” “tile_order”","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dim_tile(dim_name, default = 2048)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"dim_name Name dimension get tiling default Default tiling dim_name set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"cfg <- PlatformConfig$new() cfg$set(   platform = 'tiledb',   param = 'create',   key = 'dims',   value = list(soma_dim_0 = list(tile = 999)) ) (tdco <- TileDBCreateOptions$new(cfg)) tdco$dim_tile(\"soma_dim_0\") tdco$dim_tile(\"soma_dim_1\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$capacity()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$allows_duplicates()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"bool","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dataframe_dim_zstd_level()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$sparse_nd_array_dim_zstd_level()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-5","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$offsets_filters(default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"default Default offset filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-6","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$validity_filters(default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"default Default validity filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-7","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$dim_filters(dim_name, default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"dim_name Name dimension get filters default Default filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-8","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples-1","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"filters <- list(   soma_dim_0 = list(tile = 100, filters = list(\"RLE\")),   soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'dims', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) tdco$dim_filters(\"soma_dim_0\") tdco$dim_filters(\"non-existant\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$attr_filters(attr_name, default = list())"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"attr_name Name attribute default Default filters use currently set","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-9","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"list tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"examples-2","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"filters <- list(   soma_data_a = list(filters = list(\"RLE\")),   soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'attrs', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) tdco$attr_filters(\"soma_data_b\") tdco$attr_filters(\"non-existant\")"},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$write_X_chunked()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-10","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"bool","code":""},{"path":[]},{"path":"/reference/TileDBCreateOptions.html","id":"usage-12","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$goal_chunk_nnz()"},{"path":"/reference/TileDBCreateOptions.html","id":"returns-11","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"int","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-to-list-","dir":"Reference","previous_headings":"","what":"Method to_list()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"...","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-13","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$to_list(build_filters = TRUE)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-6","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"build_filters Build filters tiledb_filter objects","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"returns-12","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDBCreateOptions — TileDBCreateOptions","text":"create options list","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"method-clone-","dir":"Reference","previous_headings":"","what":"Method clone()","title":"TileDBCreateOptions — TileDBCreateOptions","text":"objects class cloneable method.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"usage-14","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"TileDBCreateOptions$clone(deep = FALSE)"},{"path":"/reference/TileDBCreateOptions.html","id":"arguments-7","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDBCreateOptions — TileDBCreateOptions","text":"deep Whether make deep clone.","code":""},{"path":"/reference/TileDBCreateOptions.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"TileDBCreateOptions — TileDBCreateOptions","text":"","code":"## ------------------------------------------------ ## Method `TileDBCreateOptions$dim_tile` ## ------------------------------------------------  cfg <- PlatformConfig$new() cfg$set(   platform = 'tiledb',   param = 'create',   key = 'dims',   value = list(soma_dim_0 = list(tile = 999)) ) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   dims: list(soma_dim_0 = list(tile = 999)) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$dim_tile(\"soma_dim_0\") #> [1] 999 tdco$dim_tile(\"soma_dim_1\") #> [1] 2048   ## ------------------------------------------------ ## Method `TileDBCreateOptions$dim_filters` ## ------------------------------------------------  filters <- list(   soma_dim_0 = list(tile = 100, filters = list(\"RLE\")),   soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'dims', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   dims: list(soma_dim_0 = list(tile = 100, filters = list(\"RLE\")), soma_dim_1 = list(tile = 200, filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9)))) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$dim_filters(\"soma_dim_0\") #> [[1]] #> tiledb_filter_set_option(tiledb_filter(\"RLE\"),\"COMPRESSION_LEVEL\",-1)  #>  tdco$dim_filters(\"non-existant\") #> list()   ## ------------------------------------------------ ## Method `TileDBCreateOptions$attr_filters` ## ------------------------------------------------  filters <- list(   soma_data_a = list(filters = list(\"RLE\")),   soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9))) ) cfg <- PlatformConfig$new() cfg$set(platform = 'tiledb', param = 'create', key = 'attrs', value = filters) (tdco <- TileDBCreateOptions$new(cfg)) #> <TileDBCreateOptions> #>   attrs: list(soma_data_a = list(filters = list(\"RLE\")), soma_data_b = list(filters = list(\"RLE\", list(name = \"ZSTD\", COMPRESSION_LEVEL = 9)))) #>   tile_order: ROW_MAJOR #>   cell_order: ROW_MAJOR #>   capacity: 1e+05 #>   allows_duplicates: FALSE #>   dataframe_dim_zstd_level: 3 #>   sparse_nd_array_dim_zstd_level: 3 #>   offsets_filters: list(\"DOUBLE_DELTA\", \"BIT_WIDTH_REDUCTION\", \"ZSTD\") #>   write_X_chunked: TRUE #>   goal_chunk_nnz: 2e+08 tdco$attr_filters(\"soma_data_b\") #> [[1]] #> tiledb_filter_set_option(tiledb_filter(\"RLE\"),\"COMPRESSION_LEVEL\",-1)  #>  #> [[2]] #> tiledb_filter_set_option(tiledb_filter(\"ZSTD\"),\"COMPRESSION_LEVEL\",9)  #>  tdco$attr_filters(\"non-existant\") #> list()"},{"path":"/reference/TileDBGroup.html","id":null,"dir":"Reference","previous_headings":"","what":"TileDB Group Base Class — TileDBGroup","title":"TileDB Group Base Class — TileDBGroup","text":"Base class interacting TileDB groups (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"TileDB Group Base Class — TileDBGroup","text":"TileDBArray TileDBGroup.","code":""},{"path":"/reference/TileDBGroup.html","id":"super-class","dir":"Reference","previous_headings":"","what":"Super class","title":"TileDB Group Base Class — TileDBGroup","text":"tiledbsoma::TileDBObject -> TileDBGroup","code":""},{"path":"/reference/TileDBGroup.html","id":"methods","dir":"Reference","previous_headings":"","what":"Methods","title":"TileDB Group Base Class — TileDBGroup","text":"tiledbsoma::TileDBObject$class() tiledbsoma::TileDBObject$exists() tiledbsoma::TileDBObject$initialize() tiledbsoma::TileDBObject$is_open() tiledbsoma::TileDBObject$mode() tiledbsoma::TileDBObject$reopen()","code":""},{"path":"/reference/TileDBGroup.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"TileDB Group Base Class — TileDBGroup","text":"TileDBGroup$print() TileDBGroup$create() TileDBGroup$open() TileDBGroup$close() TileDBGroup$set() TileDBGroup$get() TileDBGroup$remove() TileDBGroup$length() TileDBGroup$names() TileDBGroup$to_list() TileDBGroup$to_data_frame() TileDBGroup$get_metadata() TileDBGroup$set_metadata() TileDBGroup$clone()","code":""},{"path":"/reference/TileDBGroup.html","id":"method-print-","dir":"Reference","previous_headings":"","what":"Method print()","title":"TileDB Group Base Class — TileDBGroup","text":"Print summary group. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$print()"},{"path":"/reference/TileDBGroup.html","id":"method-create-","dir":"Reference","previous_headings":"","what":"Method create()","title":"TileDB Group Base Class — TileDBGroup","text":"Creates data structure disk/S3/cloud. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-1","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$create(internal_use_only = NULL)"},{"path":"/reference/TileDBGroup.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"internal_use_only Character value signal 'permitted' call, create() considered internal called directly.","code":""},{"path":"/reference/TileDBGroup.html","id":"method-open-","dir":"Reference","previous_headings":"","what":"Method open()","title":"TileDB Group Base Class — TileDBGroup","text":"Open SOMA object read write.","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-2","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$open(mode = c(\"READ\", \"WRITE\"), internal_use_only = NULL)"},{"path":"/reference/TileDBGroup.html","id":"arguments-1","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"mode Mode open ; defaults READ. internal_use_only Character value signal 'permitted' call, open() considered internal called directly.","code":""},{"path":"/reference/TileDBGroup.html","id":"returns","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Group Base Class — TileDBGroup","text":"object, invisibly","code":""},{"path":"/reference/TileDBGroup.html","id":"method-close-","dir":"Reference","previous_headings":"","what":"Method close()","title":"TileDB Group Base Class — TileDBGroup","text":"Close SOMA object.","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-3","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$close()"},{"path":"/reference/TileDBGroup.html","id":"returns-1","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Group Base Class — TileDBGroup","text":"object, invisibly","code":""},{"path":"/reference/TileDBGroup.html","id":"method-set-","dir":"Reference","previous_headings":"","what":"Method set()","title":"TileDB Group Base Class — TileDBGroup","text":"Add new member group. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-4","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$set(object, name = NULL, relative = NULL)"},{"path":"/reference/TileDBGroup.html","id":"arguments-2","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"object TileDBArray TileDBGroup object add. name Name use member. default base name object's URI used. relative optional logical value indicating whether new object's URI relative group's URI. NULL (default), object's URI assumed relative unless tiledb:// URI.","code":""},{"path":"/reference/TileDBGroup.html","id":"method-get-","dir":"Reference","previous_headings":"","what":"Method get()","title":"TileDB Group Base Class — TileDBGroup","text":"Retrieve group member name. member already open, opened mode parent. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-5","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$get(name)"},{"path":"/reference/TileDBGroup.html","id":"arguments-3","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"name name member. mode Mode open ","code":""},{"path":"/reference/TileDBGroup.html","id":"method-remove-","dir":"Reference","previous_headings":"","what":"Method remove()","title":"TileDB Group Base Class — TileDBGroup","text":"Remove member. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-6","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$remove(name)"},{"path":"/reference/TileDBGroup.html","id":"arguments-4","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"name Name member remove.","code":""},{"path":"/reference/TileDBGroup.html","id":"method-length-","dir":"Reference","previous_headings":"","what":"Method length()","title":"TileDB Group Base Class — TileDBGroup","text":"Length number members. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-7","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$length()"},{"path":"/reference/TileDBGroup.html","id":"returns-2","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Group Base Class — TileDBGroup","text":"Scalar integer","code":""},{"path":"/reference/TileDBGroup.html","id":"method-names-","dir":"Reference","previous_headings":"","what":"Method names()","title":"TileDB Group Base Class — TileDBGroup","text":"Retrieve names members. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-8","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$names()"},{"path":"/reference/TileDBGroup.html","id":"returns-3","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Group Base Class — TileDBGroup","text":"character vector member names.","code":""},{"path":"/reference/TileDBGroup.html","id":"method-to-list-","dir":"Reference","previous_headings":"","what":"Method to_list()","title":"TileDB Group Base Class — TileDBGroup","text":"Retrieve list members. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-9","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$to_list()"},{"path":"/reference/TileDBGroup.html","id":"method-to-data-frame-","dir":"Reference","previous_headings":"","what":"Method to_data_frame()","title":"TileDB Group Base Class — TileDBGroup","text":"Retrieve data.frame members. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-10","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$to_data_frame()"},{"path":"/reference/TileDBGroup.html","id":"method-get-metadata-","dir":"Reference","previous_headings":"","what":"Method get_metadata()","title":"TileDB Group Base Class — TileDBGroup","text":"Retrieve metadata. (lifecycle: experimental)","code":""},{"path":"/reference/TileDBGroup.html","id":"usage-11","dir":"Reference","previous_headings":"","what":"Usage","title":"TileDB Group Base Class — TileDBGroup","text":"","code":"TileDBGroup$get_metadata(key = NULL)"},{"path":"/reference/TileDBGroup.html","id":"arguments-5","dir":"Reference","previous_headings":"","what":"Arguments","title":"TileDB Group Base Class — TileDBGroup","text":"key name metadata attribute retrieve. NULL.","code":""},{"path":"/reference/TileDBGroup.html","id":"returns-4","dir":"Reference","previous_headings":"","what":"Returns","title":"TileDB Group Base Class — TileDBGroup","text":"list metadata values.","code":""},{"path":"/reference/TileDBGroup.html","id":"method-set-metadata-","dir":"Reference","previous_headings":"","what":"Method set_metadata()","title":"TileDB Group Base Class — TileDBGroup","text":"Add list metadata. 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(lifecycle: experimental)","code":""},{"path":"/reference/TileDBObject.html","id":"active-bindings","dir":"Reference","previous_headings":"","what":"Active bindings","title":"TileDB Object Base Class — TileDBObject","text":"platform_config Platform configuration tiledbsoma_ctx SOMATileDBContext uri URI TileDB object.","code":""},{"path":[]},{"path":"/reference/TileDBObject.html","id":"public-methods","dir":"Reference","previous_headings":"","what":"Public methods","title":"TileDB Object Base Class — TileDBObject","text":"TileDBObject$new() TileDBObject$class() TileDBObject$is_open() TileDBObject$mode() TileDBObject$reopen() TileDBObject$print() TileDBObject$exists() TileDBObject$clone()","code":""},{"path":"/reference/TileDBObject.html","id":"method-new-","dir":"Reference","previous_headings":"","what":"Method new()","title":"TileDB Object Base Class — TileDBObject","text":"Create new TileDB object. 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...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL )"},{"path":"/reference/write_soma.Seurat.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a Seurat object to a SOMA — write_soma.Seurat","text":"x Seurat object uri URI resulting SOMA object ... 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Names assay matrices within X taken assay names. Assay matrices transposed (samples rows) prior writing","code":""},{"path":"/reference/write_soma.SingleCellExperiment.html","id":"writing-rowdata","dir":"Reference","previous_headings":"","what":"Writing rowData","title":"Write a SingleCellExperiment object to a SOMA — write_soma.SingleCellExperiment","text":"rowData written data frame called “var” measurement level","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"Write SummarizedExperiment object SOMA","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"","code":"# S3 method for SummarizedExperiment write_soma(   x,   uri,   ms_name,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL )"},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"x object uri URI resulting SOMA object ms_name Name resulting measurement ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-coldata","dir":"Reference","previous_headings":"","what":"Writing colData","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"colData written data frame called “obs” experiment level","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-assay-matrices","dir":"Reference","previous_headings":"","what":"Writing Assay Matrices","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"assay matrix written sparse matrix within X group measurement names ms_name. Names assay matrices within X taken assay names. Assay matrices transposed (samples rows) prior writing","code":""},{"path":"/reference/write_soma.SummarizedExperiment.html","id":"writing-rowdata","dir":"Reference","previous_headings":"","what":"Writing rowData","title":"Write a SummarizedExperiment object to a SOMA — write_soma.SummarizedExperiment","text":"rowData written data frame called “var” measurement level","code":""},{"path":"/reference/write_soma.html","id":null,"dir":"Reference","previous_headings":"","what":"Write a SOMA Object from an R Object — write_soma","title":"Write a SOMA Object from an R Object — write_soma","text":"Convert R objects appropriate SOMA counterpart function methods can written provide high-level R \\(\\rightarrow\\) SOMA interface","code":""},{"path":"/reference/write_soma.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write a SOMA Object from an R Object — write_soma","text":"","code":"write_soma(x, uri, ..., platform_config = NULL, tiledbsoma_ctx = NULL)"},{"path":"/reference/write_soma.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write a SOMA Object from an R Object — write_soma","text":"x object uri URI resulting SOMA object ... Arguments passed methods platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext","code":""},{"path":"/reference/write_soma.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write a SOMA Object from an R Object — write_soma","text":"URI resulting SOMAExperiment generated data contained x","code":""},{"path":"/reference/write_soma.html","id":"known-methods","dir":"Reference","previous_headings":"","what":"Known methods","title":"Write a SOMA Object from an R Object — write_soma","text":"Writing Seurat objects Writing SummarizedExperiment objects Writing SingleCellExperiment objects","code":""},{"path":"/reference/write_soma_objects.html","id":null,"dir":"Reference","previous_headings":"","what":"Write R Objects to SOMA — write_soma.DataFrame","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Various helpers write R objects SOMA","code":""},{"path":"/reference/write_soma_objects.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"","code":"# S3 method for DataFrame write_soma(   x,   uri,   soma_parent,   df_index = NULL,   index_column_names = \"soma_joinid\",   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Hits write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for character write_soma(   x,   uri,   soma_parent,   ...,   key = NULL,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for data.frame write_soma(   x,   uri,   soma_parent,   df_index = NULL,   index_column_names = \"soma_joinid\",   ...,   key = NULL,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for matrix write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Matrix write_soma(   x,   uri,   soma_parent,   sparse = TRUE,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for TsparseMatrix write_soma(   x,   uri,   soma_parent,   type = NULL,   transpose = FALSE,   ...,   key = NULL,   ingest_mode = \"write\",   shape = NULL,   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )"},{"path":"/reference/write_soma_objects.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"x object uri URI resulting SOMA object soma_parent parent collection (eg. SOMACollection, SOMAExperiment, SOMAMeasurement) df_index name column x index (row names); default, automatically add row names x attribute named “index” resulting SOMADataFrame index_column_names Names columns x index resulting SOMA object ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext relative [Internal use ] uri relative aboslute sparse Create sparse dense array x type Arrow type encoding x (eg. arrow::int32()); default, attempts determine arrow type arrow::infer_type() transpose Transpose x writing key Optionally register resulting SOMADataFrame soma_parent key; pass NULL prevent registration handle manually shape vector two positive integers giving -disk shape array; defaults dim(x)","code":""},{"path":"/reference/write_soma_objects.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"resulting SOMA array data frame, returned opened write","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-character-arrays","dir":"Reference","previous_headings":"","what":"Writing Character Arrays","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Characters written SOMADataFrames one attribute: “values”; additionally one bit array-level metadata added: “soma_uns_outgest_hint ” value “array_1d ”","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-data-frames","dir":"Reference","previous_headings":"","what":"Writing Data Frames","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Data frames written SOMADataFrames. following transformations applied x: row names added column x entitled “index”, “_index”, random name either option already present x column “soma_joinid” automatically added going [0, nrow(x) - 1] encoded 64-bit integers array type column determined arrow::infer_type(); column contains non-atomic type (excluding factors, complexes,raws), code error ","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-dense-matrices","dir":"Reference","previous_headings":"","what":"Writing Dense Matrices","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Dense matrices written two-dimensional dense arrays. overall shape array determined dim(x) type array determined type arrow::infer_type(x)","code":""},{"path":"/reference/write_soma_objects.html","id":"writing-sparse-matrices","dir":"Reference","previous_headings":"","what":"Writing Sparse Matrices","title":"Write R Objects to SOMA — write_soma.DataFrame","text":"Sparse matrices written two-dimensional TileDB sparse arrays COO format: row indices (“”) written “soma_dim_0” column indices (“j”) written “soma_dim_1” non-zero values (“x”) written “soma_data” array type determined type, arrow::infer_type(slot(x, \"x\"))","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Various helpers write Seurat sub-objects SOMA objects.","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"","code":"# S3 method for Assay write_soma(   x,   uri = NULL,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for DimReduc write_soma(   x,   uri = NULL,   soma_parent,   fidx = NULL,   nfeatures = NULL,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for Graph write_soma(   x,   uri,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )  # S3 method for SeuratCommand write_soma(   x,   uri = NULL,   soma_parent,   ...,   ingest_mode = \"write\",   platform_config = NULL,   tiledbsoma_ctx = NULL,   relative = TRUE )"},{"path":"/reference/write_soma_seurat_sub.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"x Seurat sub-object (eg. Assay, DimReduc, Graph) uri URI resulting SOMA object soma_parent parent collection; DimReduc Graph methods, must measurement assay x generated ... Arguments passed methods ingest_mode Ingestion mode creating SOMA; choose : “write”: create new SOMA error already exists “resume”: attempt create new SOMA; already exists, simply open writing platform_config Optional platform configuration tiledbsoma_ctx Optional SOMATileDBContext relative [Internal use ] uri relative aboslute fidx integer vector describing location features SeuratObject::Loadings(x) relation soma_parent (eg. match(rownames(Loadings(x)), rownames(assay))) nfeatures number features present soma_parent (eg. nrow(assay))","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Assay method: SOMAMeasurement data x, returned opened write DimReduc Graph methods: invisibly returns soma_parent, opened write, values x added ","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-assays","dir":"Reference","previous_headings":"","what":"Writing Assays","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat Assay objects written individual measurements: “data” matrix written sparse matrix called “data” within “X” group “counts” matrix, empty, written sparse matrix called “counts” within “X” group “scale.data” matrix, empty, written sparse matrix called “scale_data” within “X” group feature-level meta data written data frame called “var” Expression matrices transposed (cells rows) prior writing. slots, including results extended assays (eg. SCTAssay, ChromatinAssay) lost","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-dimreducs","dir":"Reference","previous_headings":"","what":"Writing DimReducs","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat DimReduc objects written “obsm” “varm” groups measurement: cell embeddings written sparse matrix “obsm” group feature loadings, empty, written sparse matrix “varm” groups; loadings padded NAs include features Dimensional reduction names translated AnnData-style names (eg. “pca” becomes X_pca embeddings “PCs” loadings). slots, including projected feature loadings jackstraw information, lost","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-graphs","dir":"Reference","previous_headings":"","what":"Writing Graphs","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat Graph objects written sparse matrices “obsp” group measurement","code":""},{"path":"/reference/write_soma_seurat_sub.html","id":"writing-seuratcommands","dir":"Reference","previous_headings":"","what":"Writing SeuratCommands","title":"Convert a Seurat Sub-Object to a SOMA Object, returned opened for write — write_soma_seurat_sub_objects","text":"Seurat command logs written data frames “seurat_commands” group collection","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-11-2","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.11.2","text":"New reopen method available R","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-11-1","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.11.1","text":"R changes; update Python","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-11-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.11.0","text":"Add support ingestion SeuratCommand logs Add support outgestion SeuratCommand logs Add support reading *m *p layers SOMAExperimentAxisQuery Add support blockwise iteration Make reopen() public method TileDBObjects Add support resume-mode write_soma() Push default-setting TileDBCreateOptions $initialize() instead accessors Muffle warnings missing command logs outgesting SOMA Seurat SOMADataFrame$shape() throw -yet-implemented error Disable running SeuratObject::.CalcN() outgesting SOMA Seurat Clear timestamp using $reopen() reopen current time","code":""},{"path":[]},{"path":"/news/index.html","id":"fixes-1-6-0","dir":"Changelog","previous_headings":"","what":"Fixes","title":"tiledbsoma 1.6.0","text":"SOMADataFrame, SOMASparseNDArray, SOMADenseNDArray’s write() method now correctly leaves array open write mode","code":""},{"path":[]},{"path":"/news/index.html","id":"changes-1-5-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.5.0","text":"Add support /O R factors enumerated types SOMADataFrame Add support writing SummarizedExperiment SingleCellExperiment object SOMAs Add support bounding boxes sparse arrays Add support creating SOMADataFrames ordered() columns Add support /O SOMA SingleCellExperiment Add support updating obs var Write string attrs UTF-8 (Python compatibility) Optimize export obsm/varm arrays Seurat Add axis_query() method SOMAExperiment Add to_sparse_matrix() method SOMAExperimentAxisQuery Force exporting v3 assays SeuratObject v5 installed","code":""},{"path":"/news/index.html","id":"tiledbsoma-140","dir":"Changelog","previous_headings":"","what":"tiledbsoma 1.4.0","title":"tiledbsoma 1.4.0","text":"initial release tiledbsoma R package.","code":""},{"path":"/news/index.html","id":"changes-1-4-0","dir":"Changelog","previous_headings":"","what":"Changes","title":"tiledbsoma 1.4.0","text":"Added NEWS.md file track changes package TileDBGroup gains names method retrieve names group members Added SOMAMeasurement SOMAExperiment classes spdl now used logging TileDB performance statistics can now collected analysis Added support performing axis-based queries SOMAExperiment via SOMAExperimentAxisQuery class TileDBArray class gained colnames() method returns names dimensions attributes Added internal helpers centrally validate coords value_filter arguments R6 classes’ create() method now return self rather nothing Fixed calculating relative paths 1 URIs contains file:// prefix Added PlatformConfig SOMATileDBContext classes handle SOMA TileDB configuration Add Seurat outgestors SOMAExperimentAxisQuery objects Numeric coordinates passed SOMADataFrame$read() now automatically upcast int64 necessary Add ingestors read data Seurat objects Add methods listing accessing bundled datasets, now includes SOMAExperiment containing pbmc_small dataset SeuratObject package New vignettes describing SOMA objects, reading data , querying SOMA experiments Objects added SOMACollection-based classes using add_new_*() methods now pass parent context platform config SOMAExperimentAxisQuery gained to_sparse_matrix() method retrieving data named sparse matrix SOMAExperiment gained axis_query() construct SOMAExperimentAxisQuery object Add SingleCellExperiment outgestor SOMAExperimentAxisQuery objects","code":""}]