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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Get Runtime Config from 
the current active SparkSession</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.conf 
{SparkR}"><tr><td>sparkR.conf {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>Get Runtime Config from the current active SparkSession</h2>
+
+<h3>Description</h3>
+
+<p>Get Runtime Config from the current active SparkSession.
+To change SparkSession Runtime Config, please see 
<code>sparkR.session()</code>.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.conf(key, defaultValue)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>key</code></td>
+<td>
+<p>(optional) The key of the config to get, if omitted, all config is 
returned</p>
+</td></tr>
+<tr valign="top"><td><code>defaultValue</code></td>
+<td>
+<p>(optional) The default value of the config to return if they config is not
+set, if omitted, the call fails if the config key is not set</p>
+</td></tr>
+</table>
+
+
+<h3>Value</h3>
+
+<p>a list of config values with keys as their names
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.conf since 2.0.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D allConfigs &lt;- sparkR.conf()
+##D masterValue &lt;- unlist(sparkR.conf(&quot;spark.master&quot;))
+##D namedConfig &lt;- sparkR.conf(&quot;spark.executor.memory&quot;, 
&quot;0g&quot;)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.init-deprecated.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: (Deprecated) Initialize a 
new Spark Context</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.init 
{SparkR}"><tr><td>sparkR.init {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>(Deprecated) Initialize a new Spark Context</h2>
+
+<h3>Description</h3>
+
+<p>This function initializes a new SparkContext.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.init(master = "", appName = "SparkR",
+  sparkHome = Sys.getenv("SPARK_HOME"), sparkEnvir = list(),
+  sparkExecutorEnv = list(), sparkJars = "", sparkPackages = "")
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>master</code></td>
+<td>
+<p>The Spark master URL</p>
+</td></tr>
+<tr valign="top"><td><code>appName</code></td>
+<td>
+<p>Application name to register with cluster manager</p>
+</td></tr>
+<tr valign="top"><td><code>sparkHome</code></td>
+<td>
+<p>Spark Home directory</p>
+</td></tr>
+<tr valign="top"><td><code>sparkEnvir</code></td>
+<td>
+<p>Named list of environment variables to set on worker nodes</p>
+</td></tr>
+<tr valign="top"><td><code>sparkExecutorEnv</code></td>
+<td>
+<p>Named list of environment variables to be used when launching executors</p>
+</td></tr>
+<tr valign="top"><td><code>sparkJars</code></td>
+<td>
+<p>Character vector of jar files to pass to the worker nodes</p>
+</td></tr>
+<tr valign="top"><td><code>sparkPackages</code></td>
+<td>
+<p>Character vector of package coordinates</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>sparkR.init since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="sparkR.session.html">sparkR.session</a>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sc &lt;- sparkR.init(&quot;local[2]&quot;, &quot;SparkR&quot;, 
&quot;/home/spark&quot;)
+##D sc &lt;- sparkR.init(&quot;local[2]&quot;, &quot;SparkR&quot;, 
&quot;/home/spark&quot;,
+##D                  list(spark.executor.memory=&quot;1g&quot;))
+##D sc &lt;- sparkR.init(&quot;yarn-client&quot;, &quot;SparkR&quot;, 
&quot;/home/spark&quot;,
+##D                  list(spark.executor.memory=&quot;4g&quot;),
+##D                  list(LD_LIBRARY_PATH=&quot;/directory of JVM libraries 
(libjvm.so) on workers/&quot;),
+##D                  c(&quot;one.jar&quot;, &quot;two.jar&quot;, 
&quot;three.jar&quot;),
+##D                  c(&quot;com.databricks:spark-avro_2.10:2.0.1&quot;))
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.newJObject.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Create Java Objects</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.newJObject 
{SparkR}"><tr><td>sparkR.newJObject {SparkR}</td><td style="text-align: 
right;">R Documentation</td></tr></table>
+
+<h2>Create Java Objects</h2>
+
+<h3>Description</h3>
+
+<p>Create a new Java object in the JVM running the Spark driver. The return
+value is automatically converted to an R object for simple objects. Other
+values are returned as a &quot;jobj&quot; which is a reference to an object on 
JVM.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.newJObject(x, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>fully qualified Java class name.</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>arguments to be passed to the constructor.</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>This is a low level function to access the JVM directly and should only be 
used
+for advanced use cases. The arguments and return values that are primitive R
+types (like integer, numeric, character, lists) are automatically translated 
to/from
+Java types (like Integer, Double, String, Array). A full list can be found in
+serialize.R and deserialize.R in the Apache Spark code base.
+</p>
+
+
+<h3>Value</h3>
+
+<p>the object created. Either returned as a R object
+if it can be deserialized or returned as a &quot;jobj&quot;. See details 
section for more.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.newJObject since 2.0.1
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="sparkR.callJMethod.html">sparkR.callJMethod</a>, <a 
href="sparkR.callJStatic.html">sparkR.callJStatic</a>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session() # Need to have a Spark JVM running before calling 
newJObject
+##D # Create a Java ArrayList and populate it
+##D jarray &lt;- sparkR.newJObject(&quot;java.util.ArrayList&quot;)
+##D sparkR.callJMethod(jarray, &quot;add&quot;, 42L)
+##D sparkR.callJMethod(jarray, &quot;get&quot;, 0L) # Will print 42
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.session.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Get the existing 
SparkSession or initialize a new...</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.session 
{SparkR}"><tr><td>sparkR.session {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>Get the existing SparkSession or initialize a new SparkSession.</h2>
+
+<h3>Description</h3>
+
+<p>SparkSession is the entry point into SparkR. <code>sparkR.session</code> 
gets the existing
+SparkSession or initializes a new SparkSession.
+Additional Spark properties can be set in <code>...</code>, and these named 
parameters take priority
+over values in <code>master</code>, <code>appName</code>, named lists of 
<code>sparkConfig</code>.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.session(master = "", appName = "SparkR",
+  sparkHome = Sys.getenv("SPARK_HOME"), sparkConfig = list(),
+  sparkJars = "", sparkPackages = "", enableHiveSupport = TRUE, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>master</code></td>
+<td>
+<p>the Spark master URL.</p>
+</td></tr>
+<tr valign="top"><td><code>appName</code></td>
+<td>
+<p>application name to register with cluster manager.</p>
+</td></tr>
+<tr valign="top"><td><code>sparkHome</code></td>
+<td>
+<p>Spark Home directory.</p>
+</td></tr>
+<tr valign="top"><td><code>sparkConfig</code></td>
+<td>
+<p>named list of Spark configuration to set on worker nodes.</p>
+</td></tr>
+<tr valign="top"><td><code>sparkJars</code></td>
+<td>
+<p>character vector of jar files to pass to the worker nodes.</p>
+</td></tr>
+<tr valign="top"><td><code>sparkPackages</code></td>
+<td>
+<p>character vector of package coordinates</p>
+</td></tr>
+<tr valign="top"><td><code>enableHiveSupport</code></td>
+<td>
+<p>enable support for Hive, fallback if not built with Hive support; once
+set, this cannot be turned off on an existing session</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>named Spark properties passed to the method.</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>When called in an interactive session, this method checks for the Spark 
installation, and, if not
+found, it will be downloaded and cached automatically. Alternatively, 
<code>install.spark</code> can
+be called manually.
+</p>
+<p>A default warehouse is created automatically in the current directory when 
a managed table is
+created via <code>sql</code> statement <code>CREATE TABLE</code>, for example. 
To change the location of the
+warehouse, set the named parameter <code>spark.sql.warehouse.dir</code> to the 
SparkSession. Along with
+the warehouse, an accompanied metastore may also be automatically created in 
the current
+directory when a new SparkSession is initialized with 
<code>enableHiveSupport</code> set to
+<code>TRUE</code>, which is the default. For more details, refer to Hive 
configuration at
+<a 
href="http://spark.apache.org/docs/latest/sql-programming-guide.html#hive-tables";>http://spark.apache.org/docs/latest/sql-programming-guide.html#hive-tables</a>.
+</p>
+<p>For details on how to initialize and use SparkR, refer to SparkR 
programming guide at
+<a 
href="http://spark.apache.org/docs/latest/sparkr.html#starting-up-sparksession";>http://spark.apache.org/docs/latest/sparkr.html#starting-up-sparksession</a>.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.session since 2.0.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D df &lt;- read.json(path)
+##D 
+##D sparkR.session(&quot;local[2]&quot;, &quot;SparkR&quot;, 
&quot;/home/spark&quot;)
+##D sparkR.session(&quot;yarn-client&quot;, &quot;SparkR&quot;, 
&quot;/home/spark&quot;,
+##D                list(spark.executor.memory=&quot;4g&quot;),
+##D                c(&quot;one.jar&quot;, &quot;two.jar&quot;, 
&quot;three.jar&quot;),
+##D                c(&quot;com.databricks:spark-avro_2.10:2.0.1&quot;))
+##D sparkR.session(spark.master = &quot;yarn-client&quot;, 
spark.executor.memory = &quot;4g&quot;)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.session.stop.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Stop the Spark Session and 
Spark Context</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+</head><body>
+
+<table width="100%" summary="page for sparkR.session.stop 
{SparkR}"><tr><td>sparkR.session.stop {SparkR}</td><td style="text-align: 
right;">R Documentation</td></tr></table>
+
+<h2>Stop the Spark Session and Spark Context</h2>
+
+<h3>Description</h3>
+
+<p>Stop the Spark Session and Spark Context.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.session.stop()
+
+sparkR.stop()
+</pre>
+
+
+<h3>Details</h3>
+
+<p>Also terminates the backend this R session is connected to.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.session.stop since 2.0.0
+</p>
+<p>sparkR.stop since 1.4.0
+</p>
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.uiWebUrl.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Get the URL of the SparkUI 
instance for the current active...</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.uiWebUrl 
{SparkR}"><tr><td>sparkR.uiWebUrl {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>Get the URL of the SparkUI instance for the current active 
SparkSession</h2>
+
+<h3>Description</h3>
+
+<p>Get the URL of the SparkUI instance for the current active SparkSession.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.uiWebUrl()
+</pre>
+
+
+<h3>Value</h3>
+
+<p>the SparkUI URL, or NA if it is disabled, or not started.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.uiWebUrl since 2.1.1
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D url &lt;- sparkR.uiWebUrl()
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkR.version.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Get version of Spark on 
which this application is running</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkR.version 
{SparkR}"><tr><td>sparkR.version {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>Get version of Spark on which this application is running</h2>
+
+<h3>Description</h3>
+
+<p>Get version of Spark on which this application is running.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkR.version()
+</pre>
+
+
+<h3>Value</h3>
+
+<p>a character string of the Spark version
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkR.version since 2.0.1
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D version &lt;- sparkR.version()
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkRHive.init-deprecated.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: (Deprecated) Initialize a 
new HiveContext</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkRHive.init 
{SparkR}"><tr><td>sparkRHive.init {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>(Deprecated) Initialize a new HiveContext</h2>
+
+<h3>Description</h3>
+
+<p>This function creates a HiveContext from an existing JavaSparkContext
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkRHive.init(jsc = NULL)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>jsc</code></td>
+<td>
+<p>The existing JavaSparkContext created with SparkR.init()</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>Starting SparkR 2.0, a SparkSession is initialized and returned instead.
+This API is deprecated and kept for backward compatibility only.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkRHive.init since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="sparkR.session.html">sparkR.session</a>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sc &lt;- sparkR.init()
+##D sqlContext &lt;- sparkRHive.init(sc)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sparkRSQL.init-deprecated.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: (Deprecated) Initialize a 
new SQLContext</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sparkRSQL.init 
{SparkR}"><tr><td>sparkRSQL.init {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>(Deprecated) Initialize a new SQLContext</h2>
+
+<h3>Description</h3>
+
+<p>This function creates a SparkContext from an existing JavaSparkContext and
+then uses it to initialize a new SQLContext
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sparkRSQL.init(jsc = NULL)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>jsc</code></td>
+<td>
+<p>The existing JavaSparkContext created with SparkR.init()</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>Starting SparkR 2.0, a SparkSession is initialized and returned instead.
+This API is deprecated and kept for backward compatibility only.
+</p>
+
+
+<h3>Note</h3>
+
+<p>sparkRSQL.init since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="sparkR.session.html">sparkR.session</a>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sc &lt;- sparkR.init()
+##D sqlContext &lt;- sparkRSQL.init(sc)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/spark_partition_id.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Return the partition ID as 
a column</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for spark_partition_id 
{SparkR}"><tr><td>spark_partition_id {SparkR}</td><td style="text-align: 
right;">R Documentation</td></tr></table>
+
+<h2>Return the partition ID as a column</h2>
+
+<h3>Description</h3>
+
+<p>Return the partition ID as a SparkDataFrame column.
+Note that this is nondeterministic because it depends on data partitioning and
+task scheduling.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+spark_partition_id(x = "missing")
+
+## S4 method for signature 'missing'
+spark_partition_id()
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>empty. Should be used with no argument.</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>This is equivalent to the SPARK_PARTITION_ID function in SQL.
+</p>
+
+
+<h3>Note</h3>
+
+<p>spark_partition_id since 2.0.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: select(df, spark_partition_id())
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sql.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: SQL Query</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sql {SparkR}"><tr><td>sql 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>SQL Query</h2>
+
+<h3>Description</h3>
+
+<p>Executes a SQL query using Spark, returning the result as a SparkDataFrame.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## Default S3 method:
+sql(sqlQuery)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>sqlQuery</code></td>
+<td>
+<p>A character vector containing the SQL query</p>
+</td></tr>
+</table>
+
+
+<h3>Value</h3>
+
+<p>SparkDataFrame
+</p>
+
+
+<h3>Note</h3>
+
+<p>sql since 1.4.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D path &lt;- &quot;path/to/file.json&quot;
+##D df &lt;- read.json(path)
+##D createOrReplaceTempView(df, &quot;table&quot;)
+##D new_df &lt;- sql(&quot;SELECT * FROM table&quot;)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sqrt.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: sqrt</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sqrt {SparkR}"><tr><td>sqrt 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>sqrt</h2>
+
+<h3>Description</h3>
+
+<p>Computes the square root of the specified float value.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## S4 method for signature 'Column'
+sqrt(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>Column to compute on.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>sqrt since 1.5.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other math_funcs: <code><a href="acos.html">acos</a></code>, <code><a 
href="asin.html">asin</a></code>,
+<code><a href="atan2.html">atan2</a></code>, <code><a 
href="atan.html">atan</a></code>,
+<code><a href="bin.html">bin</a></code>, <code><a 
href="bround.html">bround</a></code>,
+<code><a href="cbrt.html">cbrt</a></code>, <code><a 
href="ceil.html">ceil</a></code>,
+<code><a href="conv.html">conv</a></code>, <code><a 
href="corr.html">corr</a></code>,
+<code><a href="cosh.html">cosh</a></code>, <code><a 
href="cos.html">cos</a></code>,
+<code><a href="covar_pop.html">covar_pop</a></code>, <code><a 
href="cov.html">cov</a></code>,
+<code><a href="expm1.html">expm1</a></code>, <code><a 
href="exp.html">exp</a></code>,
+<code><a href="factorial.html">factorial</a></code>, <code><a 
href="floor.html">floor</a></code>,
+<code><a href="hex.html">hex</a></code>, <code><a 
href="hypot.html">hypot</a></code>,
+<code><a href="log10.html">log10</a></code>, <code><a 
href="log1p.html">log1p</a></code>,
+<code><a href="log2.html">log2</a></code>, <code><a 
href="log.html">log</a></code>,
+<code><a href="pmod.html">pmod</a></code>, <code><a 
href="rint.html">rint</a></code>,
+<code><a href="round.html">round</a></code>, <code><a 
href="shiftLeft.html">shiftLeft</a></code>,
+<code><a href="shiftRightUnsigned.html">shiftRightUnsigned</a></code>,
+<code><a href="shiftRight.html">shiftRight</a></code>, <code><a 
href="sign.html">signum</a></code>,
+<code><a href="sinh.html">sinh</a></code>, <code><a 
href="sin.html">sin</a></code>,
+<code><a href="tanh.html">tanh</a></code>, <code><a 
href="tan.html">tan</a></code>,
+<code><a href="toDegrees.html">toDegrees</a></code>, <code><a 
href="toRadians.html">toRadians</a></code>,
+<code><a href="unhex.html">unhex</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: sqrt(df$c)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/startsWith.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: startsWith</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+</head><body>
+
+<table width="100%" summary="page for startsWith {SparkR}"><tr><td>startsWith 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>startsWith</h2>
+
+<h3>Description</h3>
+
+<p>Determines if entries of x start with string (entries of) prefix 
respectively,
+where strings are recycled to common lengths.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+startsWith(x, prefix)
+
+## S4 method for signature 'Column'
+startsWith(x, prefix)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>vector of character string whose &quot;starts&quot; are considered</p>
+</td></tr>
+<tr valign="top"><td><code>prefix</code></td>
+<td>
+<p>character vector (often of length one)</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>startsWith since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other colum_func: <code><a href="alias.html">alias</a></code>,
+<code><a href="between.html">between</a></code>, <code><a 
href="cast.html">cast</a></code>,
+<code><a href="endsWith.html">endsWith</a></code>, <code><a 
href="otherwise.html">otherwise</a></code>,
+<code><a href="over.html">over</a></code>, <code><a 
href="substr.html">substr</a></code>
+</p>
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/stddev_pop.html
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@@ -0,0 +1,70 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: stddev_pop</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for stddev_pop {SparkR}"><tr><td>stddev_pop 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>stddev_pop</h2>
+
+<h3>Description</h3>
+
+<p>Aggregate function: returns the population standard deviation of the 
expression in a group.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+stddev_pop(x)
+
+## S4 method for signature 'Column'
+stddev_pop(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>Column to compute on.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>stddev_pop since 1.6.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="sd.html">sd</a>, <a href="stddev_samp.html">stddev_samp</a>
+</p>
+<p>Other agg_funcs: <code><a href="summarize.html">agg</a></code>, <code><a 
href="avg.html">avg</a></code>,
+<code><a href="countDistinct.html">countDistinct</a></code>, <code><a 
href="count.html">count</a></code>,
+<code><a href="first.html">first</a></code>, <code><a 
href="kurtosis.html">kurtosis</a></code>,
+<code><a href="last.html">last</a></code>, <code><a 
href="max.html">max</a></code>,
+<code><a href="mean.html">mean</a></code>, <code><a 
href="min.html">min</a></code>, <code><a href="sd.html">sd</a></code>,
+<code><a href="skewness.html">skewness</a></code>, <code><a 
href="stddev_samp.html">stddev_samp</a></code>,
+<code><a href="sumDistinct.html">sumDistinct</a></code>, <code><a 
href="sum.html">sum</a></code>,
+<code><a href="var_pop.html">var_pop</a></code>, <code><a 
href="var_samp.html">var_samp</a></code>,
+<code><a href="var.html">var</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: stddev_pop(df$c)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/stddev_samp.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: stddev_samp</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for stddev_samp 
{SparkR}"><tr><td>stddev_samp {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>stddev_samp</h2>
+
+<h3>Description</h3>
+
+<p>Aggregate function: returns the unbiased sample standard deviation of the 
expression in a group.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+stddev_samp(x)
+
+## S4 method for signature 'Column'
+stddev_samp(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>Column to compute on.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>stddev_samp since 1.6.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="stddev_pop.html">stddev_pop</a>, <a href="sd.html">sd</a>
+</p>
+<p>Other agg_funcs: <code><a href="summarize.html">agg</a></code>, <code><a 
href="avg.html">avg</a></code>,
+<code><a href="countDistinct.html">countDistinct</a></code>, <code><a 
href="count.html">count</a></code>,
+<code><a href="first.html">first</a></code>, <code><a 
href="kurtosis.html">kurtosis</a></code>,
+<code><a href="last.html">last</a></code>, <code><a 
href="max.html">max</a></code>,
+<code><a href="mean.html">mean</a></code>, <code><a 
href="min.html">min</a></code>, <code><a href="sd.html">sd</a></code>,
+<code><a href="skewness.html">skewness</a></code>, <code><a 
href="stddev_pop.html">stddev_pop</a></code>,
+<code><a href="sumDistinct.html">sumDistinct</a></code>, <code><a 
href="sum.html">sum</a></code>,
+<code><a href="var_pop.html">var_pop</a></code>, <code><a 
href="var_samp.html">var_samp</a></code>,
+<code><a href="var.html">var</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: stddev_samp(df$c)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: StorageLevel</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for storageLevel 
{SparkR}"><tr><td>storageLevel {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>StorageLevel</h2>
+
+<h3>Description</h3>
+
+<p>Get storagelevel of this SparkDataFrame.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## S4 method for signature 'SparkDataFrame'
+storageLevel(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>the SparkDataFrame to get the storageLevel.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>storageLevel since 2.1.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other SparkDataFrame functions: <code><a 
href="SparkDataFrame.html">SparkDataFrame-class</a></code>,
+<code><a href="summarize.html">agg</a></code>, <code><a 
href="arrange.html">arrange</a></code>,
+<code><a href="as.data.frame.html">as.data.frame</a></code>, <code><a 
href="attach.html">attach</a></code>,
+<code><a href="cache.html">cache</a></code>, <code><a 
href="coalesce.html">coalesce</a></code>,
+<code><a href="collect.html">collect</a></code>, <code><a 
href="columns.html">colnames</a></code>,
+<code><a href="coltypes.html">coltypes</a></code>,
+<code><a 
href="createOrReplaceTempView.html">createOrReplaceTempView</a></code>,
+<code><a href="crossJoin.html">crossJoin</a></code>, <code><a 
href="dapplyCollect.html">dapplyCollect</a></code>,
+<code><a href="dapply.html">dapply</a></code>, <code><a 
href="summary.html">describe</a></code>,
+<code><a href="dim.html">dim</a></code>, <code><a 
href="distinct.html">distinct</a></code>,
+<code><a href="dropDuplicates.html">dropDuplicates</a></code>, <code><a 
href="nafunctions.html">dropna</a></code>,
+<code><a href="drop.html">drop</a></code>, <code><a 
href="dtypes.html">dtypes</a></code>,
+<code><a href="except.html">except</a></code>, <code><a 
href="explain.html">explain</a></code>,
+<code><a href="filter.html">filter</a></code>, <code><a 
href="first.html">first</a></code>,
+<code><a href="gapplyCollect.html">gapplyCollect</a></code>, <code><a 
href="gapply.html">gapply</a></code>,
+<code><a href="getNumPartitions.html">getNumPartitions</a></code>, <code><a 
href="groupBy.html">group_by</a></code>,
+<code><a href="head.html">head</a></code>, <code><a 
href="histogram.html">histogram</a></code>,
+<code><a href="insertInto.html">insertInto</a></code>, <code><a 
href="intersect.html">intersect</a></code>,
+<code><a href="isLocal.html">isLocal</a></code>, <code><a 
href="join.html">join</a></code>,
+<code><a href="limit.html">limit</a></code>, <code><a 
href="merge.html">merge</a></code>,
+<code><a href="mutate.html">mutate</a></code>, <code><a 
href="ncol.html">ncol</a></code>,
+<code><a href="nrow.html">nrow</a></code>, <code><a 
href="persist.html">persist</a></code>,
+<code><a href="printSchema.html">printSchema</a></code>, <code><a 
href="randomSplit.html">randomSplit</a></code>,
+<code><a href="rbind.html">rbind</a></code>, <code><a 
href="registerTempTable-deprecated.html">registerTempTable</a></code>,
+<code><a href="rename.html">rename</a></code>, <code><a 
href="repartition.html">repartition</a></code>,
+<code><a href="sample.html">sample</a></code>, <code><a 
href="saveAsTable.html">saveAsTable</a></code>,
+<code><a href="schema.html">schema</a></code>, <code><a 
href="selectExpr.html">selectExpr</a></code>,
+<code><a href="select.html">select</a></code>, <code><a 
href="showDF.html">showDF</a></code>,
+<code><a href="show.html">show</a></code>, <code><a 
href="str.html">str</a></code>,
+<code><a href="subset.html">subset</a></code>, <code><a 
href="take.html">take</a></code>,
+<code><a href="union.html">union</a></code>, <code><a 
href="unpersist.html">unpersist</a></code>,
+<code><a href="withColumn.html">withColumn</a></code>, <code><a 
href="with.html">with</a></code>,
+<code><a href="write.df.html">write.df</a></code>, <code><a 
href="write.jdbc.html">write.jdbc</a></code>,
+<code><a href="write.json.html">write.json</a></code>, <code><a 
href="write.orc.html">write.orc</a></code>,
+<code><a href="write.parquet.html">write.parquet</a></code>, <code><a 
href="write.text.html">write.text</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D sparkR.session()
+##D path &lt;- &quot;path/to/file.json&quot;
+##D df &lt;- read.json(path)
+##D persist(df, &quot;MEMORY_AND_DISK&quot;)
+##D storageLevel(df)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/str.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Compactly display the 
structure of a dataset</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for str {SparkR}"><tr><td>str 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>Compactly display the structure of a dataset</h2>
+
+<h3>Description</h3>
+
+<p>Display the structure of a SparkDataFrame, including column names, column 
types, as well as a
+a small sample of rows.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## S4 method for signature 'SparkDataFrame'
+str(object)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>object</code></td>
+<td>
+<p>a SparkDataFrame</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>str since 1.6.1
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other SparkDataFrame functions: <code><a 
href="SparkDataFrame.html">SparkDataFrame-class</a></code>,
+<code><a href="summarize.html">agg</a></code>, <code><a 
href="arrange.html">arrange</a></code>,
+<code><a href="as.data.frame.html">as.data.frame</a></code>, <code><a 
href="attach.html">attach</a></code>,
+<code><a href="cache.html">cache</a></code>, <code><a 
href="coalesce.html">coalesce</a></code>,
+<code><a href="collect.html">collect</a></code>, <code><a 
href="columns.html">colnames</a></code>,
+<code><a href="coltypes.html">coltypes</a></code>,
+<code><a 
href="createOrReplaceTempView.html">createOrReplaceTempView</a></code>,
+<code><a href="crossJoin.html">crossJoin</a></code>, <code><a 
href="dapplyCollect.html">dapplyCollect</a></code>,
+<code><a href="dapply.html">dapply</a></code>, <code><a 
href="summary.html">describe</a></code>,
+<code><a href="dim.html">dim</a></code>, <code><a 
href="distinct.html">distinct</a></code>,
+<code><a href="dropDuplicates.html">dropDuplicates</a></code>, <code><a 
href="nafunctions.html">dropna</a></code>,
+<code><a href="drop.html">drop</a></code>, <code><a 
href="dtypes.html">dtypes</a></code>,
+<code><a href="except.html">except</a></code>, <code><a 
href="explain.html">explain</a></code>,
+<code><a href="filter.html">filter</a></code>, <code><a 
href="first.html">first</a></code>,
+<code><a href="gapplyCollect.html">gapplyCollect</a></code>, <code><a 
href="gapply.html">gapply</a></code>,
+<code><a href="getNumPartitions.html">getNumPartitions</a></code>, <code><a 
href="groupBy.html">group_by</a></code>,
+<code><a href="head.html">head</a></code>, <code><a 
href="histogram.html">histogram</a></code>,
+<code><a href="insertInto.html">insertInto</a></code>, <code><a 
href="intersect.html">intersect</a></code>,
+<code><a href="isLocal.html">isLocal</a></code>, <code><a 
href="join.html">join</a></code>,
+<code><a href="limit.html">limit</a></code>, <code><a 
href="merge.html">merge</a></code>,
+<code><a href="mutate.html">mutate</a></code>, <code><a 
href="ncol.html">ncol</a></code>,
+<code><a href="nrow.html">nrow</a></code>, <code><a 
href="persist.html">persist</a></code>,
+<code><a href="printSchema.html">printSchema</a></code>, <code><a 
href="randomSplit.html">randomSplit</a></code>,
+<code><a href="rbind.html">rbind</a></code>, <code><a 
href="registerTempTable-deprecated.html">registerTempTable</a></code>,
+<code><a href="rename.html">rename</a></code>, <code><a 
href="repartition.html">repartition</a></code>,
+<code><a href="sample.html">sample</a></code>, <code><a 
href="saveAsTable.html">saveAsTable</a></code>,
+<code><a href="schema.html">schema</a></code>, <code><a 
href="selectExpr.html">selectExpr</a></code>,
+<code><a href="select.html">select</a></code>, <code><a 
href="showDF.html">showDF</a></code>,
+<code><a href="show.html">show</a></code>, <code><a 
href="storageLevel.html">storageLevel</a></code>,
+<code><a href="subset.html">subset</a></code>, <code><a 
href="take.html">take</a></code>,
+<code><a href="union.html">union</a></code>, <code><a 
href="unpersist.html">unpersist</a></code>,
+<code><a href="withColumn.html">withColumn</a></code>, <code><a 
href="with.html">with</a></code>,
+<code><a href="write.df.html">write.df</a></code>, <code><a 
href="write.jdbc.html">write.jdbc</a></code>,
+<code><a href="write.json.html">write.json</a></code>, <code><a 
href="write.orc.html">write.orc</a></code>,
+<code><a href="write.parquet.html">write.parquet</a></code>, <code><a 
href="write.text.html">write.text</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D # Create a SparkDataFrame from the Iris dataset
+##D irisDF &lt;- createDataFrame(iris)
+##D 
+##D # Show the structure of the SparkDataFrame
+##D str(irisDF)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/struct.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: struct</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for struct {SparkR}"><tr><td>struct 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>struct</h2>
+
+<h3>Description</h3>
+
+<p>Creates a new struct column that composes multiple input columns.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+struct(x, ...)
+
+## S4 method for signature 'characterOrColumn'
+struct(x, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a column to compute on.</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>optional column(s) to be included.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>struct since 1.6.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other normal_funcs: <code><a href="abs.html">abs</a></code>,
+<code><a href="bitwiseNOT.html">bitwiseNOT</a></code>, <code><a 
href="coalesce.html">coalesce</a></code>,
+<code><a href="column.html">column</a></code>, <code><a 
href="expr.html">expr</a></code>,
+<code><a href="greatest.html">greatest</a></code>, <code><a 
href="ifelse.html">ifelse</a></code>,
+<code><a href="is.nan.html">isnan</a></code>, <code><a 
href="least.html">least</a></code>,
+<code><a href="lit.html">lit</a></code>, <code><a 
href="nanvl.html">nanvl</a></code>,
+<code><a href="negate.html">negate</a></code>, <code><a 
href="randn.html">randn</a></code>,
+<code><a href="rand.html">rand</a></code>, <code><a 
href="when.html">when</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D struct(df$c, df$d)
+##D struct(&quot;col1&quot;, &quot;col2&quot;)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: structField</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for structField 
{SparkR}"><tr><td>structField {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>structField</h2>
+
+<h3>Description</h3>
+
+<p>Create a structField object that contains the metadata for a single field 
in a schema.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+structField(x, ...)
+
+## S3 method for class 'jobj'
+structField(x, ...)
+
+## S3 method for class 'character'
+structField(x, type, nullable = TRUE, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>the name of the field.</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>additional argument(s) passed to the method.</p>
+</td></tr>
+<tr valign="top"><td><code>type</code></td>
+<td>
+<p>The data type of the field</p>
+</td></tr>
+<tr valign="top"><td><code>nullable</code></td>
+<td>
+<p>A logical vector indicating whether or not the field is nullable</p>
+</td></tr>
+</table>
+
+
+<h3>Value</h3>
+
+<p>A structField object.
+</p>
+
+
+<h3>Note</h3>
+
+<p>structField since 1.4.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D field1 &lt;- structField(&quot;a&quot;, &quot;integer&quot;)
+##D field2 &lt;- structField(&quot;c&quot;, &quot;string&quot;)
+##D field3 &lt;- structField(&quot;avg&quot;, &quot;double&quot;)
+##D schema &lt;-  structType(field1, field2, field3)
+##D df1 &lt;- gapply(df, list(&quot;a&quot;, &quot;c&quot;),
+##D               function(key, x) { y &lt;- data.frame(key, mean(x$b), 
stringsAsFactors = FALSE) },
+##D               schema)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: structType</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for structType {SparkR}"><tr><td>structType 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>structType</h2>
+
+<h3>Description</h3>
+
+<p>Create a structType object that contains the metadata for a SparkDataFrame. 
Intended for
+use with createDataFrame and toDF.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+structType(x, ...)
+
+## S3 method for class 'jobj'
+structType(x, ...)
+
+## S3 method for class 'structField'
+structType(x, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a structField object (created with the field() function)</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>additional structField objects</p>
+</td></tr>
+</table>
+
+
+<h3>Value</h3>
+
+<p>a structType object
+</p>
+
+
+<h3>Note</h3>
+
+<p>structType since 1.4.0
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D schema &lt;-  structType(structField(&quot;a&quot;, &quot;integer&quot;), 
structField(&quot;c&quot;, &quot;string&quot;),
+##D                       structField(&quot;avg&quot;, &quot;double&quot;))
+##D df1 &lt;- gapply(df, list(&quot;a&quot;, &quot;c&quot;),
+##D               function(key, x) { y &lt;- data.frame(key, mean(x$b), 
stringsAsFactors = FALSE) },
+##D               schema)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/subset.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: Subset</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for subset {SparkR}"><tr><td>subset 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>Subset</h2>
+
+<h3>Description</h3>
+
+<p>Return subsets of SparkDataFrame according to given conditions
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+subset(x, ...)
+
+## S4 method for signature 'SparkDataFrame,numericOrcharacter'
+x[[i]]
+
+## S4 replacement method for signature 'SparkDataFrame,numericOrcharacter'
+x[[i]] &lt;- value
+
+## S4 method for signature 'SparkDataFrame'
+x[i, j, ..., drop = F]
+
+## S4 method for signature 'SparkDataFrame'
+subset(x, subset, select, drop = F, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a SparkDataFrame.</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>currently not used.</p>
+</td></tr>
+<tr valign="top"><td><code>i, subset</code></td>
+<td>
+<p>(Optional) a logical expression to filter on rows.
+For extract operator [[ and replacement operator [[&lt;-, the indexing 
parameter for
+a single Column.</p>
+</td></tr>
+<tr valign="top"><td><code>value</code></td>
+<td>
+<p>a Column or an atomic vector in the length of 1 as literal value, or 
<code>NULL</code>.
+If <code>NULL</code>, the specified Column is dropped.</p>
+</td></tr>
+<tr valign="top"><td><code>j, select</code></td>
+<td>
+<p>expression for the single Column or a list of columns to select from the 
SparkDataFrame.</p>
+</td></tr>
+<tr valign="top"><td><code>drop</code></td>
+<td>
+<p>if TRUE, a Column will be returned if the resulting dataset has only one 
column.
+Otherwise, a SparkDataFrame will always be returned.</p>
+</td></tr>
+</table>
+
+
+<h3>Value</h3>
+
+<p>A new SparkDataFrame containing only the rows that meet the condition with 
selected columns.
+</p>
+
+
+<h3>Note</h3>
+
+<p>[[ since 1.4.0
+</p>
+<p>[[&lt;- since 2.1.1
+</p>
+<p>[ since 1.4.0
+</p>
+<p>subset since 1.5.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p><a href="withColumn.html">withColumn</a>
+</p>
+<p>Other SparkDataFrame functions: <code><a 
href="SparkDataFrame.html">SparkDataFrame-class</a></code>,
+<code><a href="summarize.html">agg</a></code>, <code><a 
href="arrange.html">arrange</a></code>,
+<code><a href="as.data.frame.html">as.data.frame</a></code>, <code><a 
href="attach.html">attach</a></code>,
+<code><a href="cache.html">cache</a></code>, <code><a 
href="coalesce.html">coalesce</a></code>,
+<code><a href="collect.html">collect</a></code>, <code><a 
href="columns.html">colnames</a></code>,
+<code><a href="coltypes.html">coltypes</a></code>,
+<code><a 
href="createOrReplaceTempView.html">createOrReplaceTempView</a></code>,
+<code><a href="crossJoin.html">crossJoin</a></code>, <code><a 
href="dapplyCollect.html">dapplyCollect</a></code>,
+<code><a href="dapply.html">dapply</a></code>, <code><a 
href="summary.html">describe</a></code>,
+<code><a href="dim.html">dim</a></code>, <code><a 
href="distinct.html">distinct</a></code>,
+<code><a href="dropDuplicates.html">dropDuplicates</a></code>, <code><a 
href="nafunctions.html">dropna</a></code>,
+<code><a href="drop.html">drop</a></code>, <code><a 
href="dtypes.html">dtypes</a></code>,
+<code><a href="except.html">except</a></code>, <code><a 
href="explain.html">explain</a></code>,
+<code><a href="filter.html">filter</a></code>, <code><a 
href="first.html">first</a></code>,
+<code><a href="gapplyCollect.html">gapplyCollect</a></code>, <code><a 
href="gapply.html">gapply</a></code>,
+<code><a href="getNumPartitions.html">getNumPartitions</a></code>, <code><a 
href="groupBy.html">group_by</a></code>,
+<code><a href="head.html">head</a></code>, <code><a 
href="histogram.html">histogram</a></code>,
+<code><a href="insertInto.html">insertInto</a></code>, <code><a 
href="intersect.html">intersect</a></code>,
+<code><a href="isLocal.html">isLocal</a></code>, <code><a 
href="join.html">join</a></code>,
+<code><a href="limit.html">limit</a></code>, <code><a 
href="merge.html">merge</a></code>,
+<code><a href="mutate.html">mutate</a></code>, <code><a 
href="ncol.html">ncol</a></code>,
+<code><a href="nrow.html">nrow</a></code>, <code><a 
href="persist.html">persist</a></code>,
+<code><a href="printSchema.html">printSchema</a></code>, <code><a 
href="randomSplit.html">randomSplit</a></code>,
+<code><a href="rbind.html">rbind</a></code>, <code><a 
href="registerTempTable-deprecated.html">registerTempTable</a></code>,
+<code><a href="rename.html">rename</a></code>, <code><a 
href="repartition.html">repartition</a></code>,
+<code><a href="sample.html">sample</a></code>, <code><a 
href="saveAsTable.html">saveAsTable</a></code>,
+<code><a href="schema.html">schema</a></code>, <code><a 
href="selectExpr.html">selectExpr</a></code>,
+<code><a href="select.html">select</a></code>, <code><a 
href="showDF.html">showDF</a></code>,
+<code><a href="show.html">show</a></code>, <code><a 
href="storageLevel.html">storageLevel</a></code>,
+<code><a href="str.html">str</a></code>, <code><a 
href="take.html">take</a></code>,
+<code><a href="union.html">union</a></code>, <code><a 
href="unpersist.html">unpersist</a></code>,
+<code><a href="withColumn.html">withColumn</a></code>, <code><a 
href="with.html">with</a></code>,
+<code><a href="write.df.html">write.df</a></code>, <code><a 
href="write.jdbc.html">write.jdbc</a></code>,
+<code><a href="write.json.html">write.json</a></code>, <code><a 
href="write.orc.html">write.orc</a></code>,
+<code><a href="write.parquet.html">write.parquet</a></code>, <code><a 
href="write.text.html">write.text</a></code>
+</p>
+<p>Other subsetting functions: <code><a href="filter.html">filter</a></code>,
+<code><a href="select.html">select</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D   # Columns can be selected using [[ and [
+##D   df[[2]] == df[[&quot;age&quot;]]
+##D   df[,2] == df[,&quot;age&quot;]
+##D   df[,c(&quot;name&quot;, &quot;age&quot;)]
+##D   # Or to filter rows
+##D   df[df$age &gt; 20,]
+##D   # SparkDataFrame can be subset on both rows and Columns
+##D   df[df$name == &quot;Smith&quot;, c(1,2)]
+##D   df[df$age %in% c(19, 30), 1:2]
+##D   subset(df, df$age %in% c(19, 30), 1:2)
+##D   subset(df, df$age %in% c(19), select = c(1,2))
+##D   subset(df, select = c(1,2))
+##D   # Columns can be selected and set
+##D   df[[&quot;age&quot;]] &lt;- 23
+##D   df[[1]] &lt;- df$age
+##D   df[[2]] &lt;- NULL # drop column
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: substr</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+</head><body>
+
+<table width="100%" summary="page for substr {SparkR}"><tr><td>substr 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>substr</h2>
+
+<h3>Description</h3>
+
+<p>An expression that returns a substring.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## S4 method for signature 'Column'
+substr(x, start, stop)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a Column.</p>
+</td></tr>
+<tr valign="top"><td><code>start</code></td>
+<td>
+<p>starting position.</p>
+</td></tr>
+<tr valign="top"><td><code>stop</code></td>
+<td>
+<p>ending position.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>substr since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other colum_func: <code><a href="alias.html">alias</a></code>,
+<code><a href="between.html">between</a></code>, <code><a 
href="cast.html">cast</a></code>,
+<code><a href="endsWith.html">endsWith</a></code>, <code><a 
href="otherwise.html">otherwise</a></code>,
+<code><a href="over.html">over</a></code>, <code><a 
href="startsWith.html">startsWith</a></code>
+</p>
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: substring_index</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for substring_index 
{SparkR}"><tr><td>substring_index {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>substring_index</h2>
+
+<h3>Description</h3>
+
+<p>Returns the substring from string str before count occurrences of the 
delimiter delim.
+If count is positive, everything the left of the final delimiter (counting 
from left) is
+returned. If count is negative, every to the right of the final delimiter 
(counting from the
+right) is returned. substring_index performs a case-sensitive match when 
searching for delim.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+substring_index(x, delim, count)
+
+## S4 method for signature 'Column,character,numeric'
+substring_index(x, delim, count)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a Column.</p>
+</td></tr>
+<tr valign="top"><td><code>delim</code></td>
+<td>
+<p>a delimiter string.</p>
+</td></tr>
+<tr valign="top"><td><code>count</code></td>
+<td>
+<p>number of occurrences of <code>delim</code> before the substring is 
returned.
+A positive number means counting from the left, while negative means
+counting from the right.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>substring_index since 1.5.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other string_funcs: <code><a href="ascii.html">ascii</a></code>,
+<code><a href="base64.html">base64</a></code>, <code><a 
href="concat_ws.html">concat_ws</a></code>,
+<code><a href="concat.html">concat</a></code>, <code><a 
href="decode.html">decode</a></code>,
+<code><a href="encode.html">encode</a></code>, <code><a 
href="format_number.html">format_number</a></code>,
+<code><a href="format_string.html">format_string</a></code>, <code><a 
href="initcap.html">initcap</a></code>,
+<code><a href="instr.html">instr</a></code>, <code><a 
href="length.html">length</a></code>,
+<code><a href="levenshtein.html">levenshtein</a></code>, <code><a 
href="locate.html">locate</a></code>,
+<code><a href="lower.html">lower</a></code>, <code><a 
href="lpad.html">lpad</a></code>,
+<code><a href="ltrim.html">ltrim</a></code>, <code><a 
href="regexp_extract.html">regexp_extract</a></code>,
+<code><a href="regexp_replace.html">regexp_replace</a></code>, <code><a 
href="reverse.html">reverse</a></code>,
+<code><a href="rpad.html">rpad</a></code>, <code><a 
href="rtrim.html">rtrim</a></code>,
+<code><a href="soundex.html">soundex</a></code>, <code><a 
href="translate.html">translate</a></code>,
+<code><a href="trim.html">trim</a></code>, <code><a 
href="unbase64.html">unbase64</a></code>,
+<code><a href="upper.html">upper</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D substring_index(df$c, &#39;.&#39;, 2)
+##D substring_index(df$c, &#39;.&#39;, -1)
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: sum</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sum {SparkR}"><tr><td>sum 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>sum</h2>
+
+<h3>Description</h3>
+
+<p>Aggregate function: returns the sum of all values in the expression.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+## S4 method for signature 'Column'
+sum(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>Column to compute on.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>sum since 1.5.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other agg_funcs: <code><a href="summarize.html">agg</a></code>, <code><a 
href="avg.html">avg</a></code>,
+<code><a href="countDistinct.html">countDistinct</a></code>, <code><a 
href="count.html">count</a></code>,
+<code><a href="first.html">first</a></code>, <code><a 
href="kurtosis.html">kurtosis</a></code>,
+<code><a href="last.html">last</a></code>, <code><a 
href="max.html">max</a></code>,
+<code><a href="mean.html">mean</a></code>, <code><a 
href="min.html">min</a></code>, <code><a href="sd.html">sd</a></code>,
+<code><a href="skewness.html">skewness</a></code>, <code><a 
href="stddev_pop.html">stddev_pop</a></code>,
+<code><a href="stddev_samp.html">stddev_samp</a></code>, <code><a 
href="sumDistinct.html">sumDistinct</a></code>,
+<code><a href="var_pop.html">var_pop</a></code>, <code><a 
href="var_samp.html">var_samp</a></code>,
+<code><a href="var.html">var</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: sum(df$c)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/sumDistinct.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: sumDistinct</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for sumDistinct 
{SparkR}"><tr><td>sumDistinct {SparkR}</td><td style="text-align: right;">R 
Documentation</td></tr></table>
+
+<h2>sumDistinct</h2>
+
+<h3>Description</h3>
+
+<p>Aggregate function: returns the sum of distinct values in the expression.
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+sumDistinct(x)
+
+## S4 method for signature 'Column'
+sumDistinct(x)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>Column to compute on.</p>
+</td></tr>
+</table>
+
+
+<h3>Note</h3>
+
+<p>sumDistinct since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other agg_funcs: <code><a href="summarize.html">agg</a></code>, <code><a 
href="avg.html">avg</a></code>,
+<code><a href="countDistinct.html">countDistinct</a></code>, <code><a 
href="count.html">count</a></code>,
+<code><a href="first.html">first</a></code>, <code><a 
href="kurtosis.html">kurtosis</a></code>,
+<code><a href="last.html">last</a></code>, <code><a 
href="max.html">max</a></code>,
+<code><a href="mean.html">mean</a></code>, <code><a 
href="min.html">min</a></code>, <code><a href="sd.html">sd</a></code>,
+<code><a href="skewness.html">skewness</a></code>, <code><a 
href="stddev_pop.html">stddev_pop</a></code>,
+<code><a href="stddev_samp.html">stddev_samp</a></code>, <code><a 
href="sum.html">sum</a></code>,
+<code><a href="var_pop.html">var_pop</a></code>, <code><a 
href="var_samp.html">var_samp</a></code>,
+<code><a href="var.html">var</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: sumDistinct(df$c)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/0b563c84/site/docs/2.1.2/api/R/summarize.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" 
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd";><html 
xmlns="http://www.w3.org/1999/xhtml";><head><title>R: summarize</title>
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<link rel="stylesheet" type="text/css" href="R.css" />
+
+<link rel="stylesheet" 
href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/styles/github.min.css";>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/highlight.min.js";></script>
+<script 
src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.3/languages/r.min.js";></script>
+<script>hljs.initHighlightingOnLoad();</script>
+</head><body>
+
+<table width="100%" summary="page for agg {SparkR}"><tr><td>agg 
{SparkR}</td><td style="text-align: right;">R Documentation</td></tr></table>
+
+<h2>summarize</h2>
+
+<h3>Description</h3>
+
+<p>Aggregates on the entire SparkDataFrame without groups.
+The resulting SparkDataFrame will also contain the grouping columns.
+</p>
+<p>Compute aggregates by specifying a list of columns
+</p>
+
+
+<h3>Usage</h3>
+
+<pre>
+agg(x, ...)
+
+summarize(x, ...)
+
+## S4 method for signature 'GroupedData'
+agg(x, ...)
+
+## S4 method for signature 'GroupedData'
+summarize(x, ...)
+
+## S4 method for signature 'SparkDataFrame'
+agg(x, ...)
+
+## S4 method for signature 'SparkDataFrame'
+summarize(x, ...)
+</pre>
+
+
+<h3>Arguments</h3>
+
+<table summary="R argblock">
+<tr valign="top"><td><code>x</code></td>
+<td>
+<p>a SparkDataFrame or GroupedData.</p>
+</td></tr>
+<tr valign="top"><td><code>...</code></td>
+<td>
+<p>further arguments to be passed to or from other methods.</p>
+</td></tr>
+</table>
+
+
+<h3>Details</h3>
+
+<p>df2 &lt;- agg(df, &lt;column&gt; = &lt;aggFunction&gt;)
+df2 &lt;- agg(df, newColName = aggFunction(column))
+</p>
+
+
+<h3>Value</h3>
+
+<p>A SparkDataFrame.
+</p>
+
+
+<h3>Note</h3>
+
+<p>agg since 1.4.0
+</p>
+<p>summarize since 1.4.0
+</p>
+<p>agg since 1.4.0
+</p>
+<p>summarize since 1.4.0
+</p>
+
+
+<h3>See Also</h3>
+
+<p>Other agg_funcs: <code><a href="avg.html">avg</a></code>,
+<code><a href="countDistinct.html">countDistinct</a></code>, <code><a 
href="count.html">count</a></code>,
+<code><a href="first.html">first</a></code>, <code><a 
href="kurtosis.html">kurtosis</a></code>,
+<code><a href="last.html">last</a></code>, <code><a 
href="max.html">max</a></code>,
+<code><a href="mean.html">mean</a></code>, <code><a 
href="min.html">min</a></code>, <code><a href="sd.html">sd</a></code>,
+<code><a href="skewness.html">skewness</a></code>, <code><a 
href="stddev_pop.html">stddev_pop</a></code>,
+<code><a href="stddev_samp.html">stddev_samp</a></code>, <code><a 
href="sumDistinct.html">sumDistinct</a></code>,
+<code><a href="sum.html">sum</a></code>, <code><a 
href="var_pop.html">var_pop</a></code>,
+<code><a href="var_samp.html">var_samp</a></code>, <code><a 
href="var.html">var</a></code>
+</p>
+<p>Other SparkDataFrame functions: <code><a 
href="SparkDataFrame.html">SparkDataFrame-class</a></code>,
+<code><a href="arrange.html">arrange</a></code>, <code><a 
href="as.data.frame.html">as.data.frame</a></code>,
+<code><a href="attach.html">attach</a></code>, <code><a 
href="cache.html">cache</a></code>,
+<code><a href="coalesce.html">coalesce</a></code>, <code><a 
href="collect.html">collect</a></code>,
+<code><a href="columns.html">colnames</a></code>, <code><a 
href="coltypes.html">coltypes</a></code>,
+<code><a 
href="createOrReplaceTempView.html">createOrReplaceTempView</a></code>,
+<code><a href="crossJoin.html">crossJoin</a></code>, <code><a 
href="dapplyCollect.html">dapplyCollect</a></code>,
+<code><a href="dapply.html">dapply</a></code>, <code><a 
href="summary.html">describe</a></code>,
+<code><a href="dim.html">dim</a></code>, <code><a 
href="distinct.html">distinct</a></code>,
+<code><a href="dropDuplicates.html">dropDuplicates</a></code>, <code><a 
href="nafunctions.html">dropna</a></code>,
+<code><a href="drop.html">drop</a></code>, <code><a 
href="dtypes.html">dtypes</a></code>,
+<code><a href="except.html">except</a></code>, <code><a 
href="explain.html">explain</a></code>,
+<code><a href="filter.html">filter</a></code>, <code><a 
href="first.html">first</a></code>,
+<code><a href="gapplyCollect.html">gapplyCollect</a></code>, <code><a 
href="gapply.html">gapply</a></code>,
+<code><a href="getNumPartitions.html">getNumPartitions</a></code>, <code><a 
href="groupBy.html">group_by</a></code>,
+<code><a href="head.html">head</a></code>, <code><a 
href="histogram.html">histogram</a></code>,
+<code><a href="insertInto.html">insertInto</a></code>, <code><a 
href="intersect.html">intersect</a></code>,
+<code><a href="isLocal.html">isLocal</a></code>, <code><a 
href="join.html">join</a></code>,
+<code><a href="limit.html">limit</a></code>, <code><a 
href="merge.html">merge</a></code>,
+<code><a href="mutate.html">mutate</a></code>, <code><a 
href="ncol.html">ncol</a></code>,
+<code><a href="nrow.html">nrow</a></code>, <code><a 
href="persist.html">persist</a></code>,
+<code><a href="printSchema.html">printSchema</a></code>, <code><a 
href="randomSplit.html">randomSplit</a></code>,
+<code><a href="rbind.html">rbind</a></code>, <code><a 
href="registerTempTable-deprecated.html">registerTempTable</a></code>,
+<code><a href="rename.html">rename</a></code>, <code><a 
href="repartition.html">repartition</a></code>,
+<code><a href="sample.html">sample</a></code>, <code><a 
href="saveAsTable.html">saveAsTable</a></code>,
+<code><a href="schema.html">schema</a></code>, <code><a 
href="selectExpr.html">selectExpr</a></code>,
+<code><a href="select.html">select</a></code>, <code><a 
href="showDF.html">showDF</a></code>,
+<code><a href="show.html">show</a></code>, <code><a 
href="storageLevel.html">storageLevel</a></code>,
+<code><a href="str.html">str</a></code>, <code><a 
href="subset.html">subset</a></code>,
+<code><a href="take.html">take</a></code>, <code><a 
href="union.html">union</a></code>,
+<code><a href="unpersist.html">unpersist</a></code>, <code><a 
href="withColumn.html">withColumn</a></code>,
+<code><a href="with.html">with</a></code>, <code><a 
href="write.df.html">write.df</a></code>,
+<code><a href="write.jdbc.html">write.jdbc</a></code>, <code><a 
href="write.json.html">write.json</a></code>,
+<code><a href="write.orc.html">write.orc</a></code>, <code><a 
href="write.parquet.html">write.parquet</a></code>,
+<code><a href="write.text.html">write.text</a></code>
+</p>
+
+
+<h3>Examples</h3>
+
+<pre><code class="r">## Not run: 
+##D  df2 &lt;- agg(df, age = &quot;sum&quot;)  # new column name will be 
created as &#39;SUM(age#0)&#39;
+##D  df3 &lt;- agg(df, ageSum = sum(df$age)) # Creates a new column named 
ageSum
+##D  df4 &lt;- summarize(df, ageSum = max(df$age))
+## End(Not run)
+</code></pre>
+
+
+<hr /><div style="text-align: center;">[Package <em>SparkR</em> version 2.1.2 
<a href="00Index.html">Index</a>]</div>
+</body></html>


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