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From don...@apache.org
Subject [48/51] [abbrv] [partial] incubator-predictionio-site git commit: Documentation based on apache/incubator-predictionio#03e99814384134331cce558c9d89d93f9a7df347
Date Wed, 02 Nov 2016 18:07:53 GMT
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/25938169/community/contribute-webhook/index.html
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+<!DOCTYPE html><html><head><title>Contribute a Webhooks Connector</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Contribute a Webhooks Connector"/><link rel="canonical" href="https://docs.prediction.io/community/contribute-webhook/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" rel="stylesheet"/><link href="/stylesheets/application-a2a2f408.css" rel="stylesheet" type="text/css"/><script src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script src="//cdn.m
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 -xs-11"><div class="hidden-md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Contribute a Webhook</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img id="left-menu-indicator" src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."/></div><img class="swiftype-row-hider hidden-md hidden-lg" src="/images/icons/drawer-toggle-active-fcbef12a.png"/></form></div></div><div class="mobile-left-menu-toggler hidden-md hidden-lg"></div></div></div></div><div id="page" class="container-fluid"><div class="row"><div id="left-menu
 -wrapper" class="col-md-3"><nav id="nav-main"><ul><li class="level-1"><a class="expandible" href="/"><span>Apache PredictionIO (incubating) Documentation</span></a><ul><li class="level-2"><a class="final" href="/"><span>Welcome to Apache PredictionIO (incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Started</span></a><ul><li class="level-2"><a class="final" href="/start/"><span>A Quick Intro</span></a></li><li class="level-2"><a class="final" href="/install/"><span>Installing Apache PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" href="/start/download/"><span>Downloading an Engine Template</span></a></li><li class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your
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 i><li class="level-2"><a class="final" href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a class="final" href="/customize/"><span>Learning DASE</span></a></li><li class="level-2"><a class="final" href="/customize/dase/"><span>Implement DASE</span></a></li><li class="level-2"><a class="final" href="/customize/troubleshooting/"><span>Troubleshooting Engine Development</span></a></li><li class="level-2"><a class="final" href="/api/current/#package"><span>Engine Scala APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Collecting and Analyzing Data</span></a><ul><li class="level-2">
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 </span></a><ul><li class="level-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span>
 </a></li><li class="level-2"><a class="final" href="/evaluation/metricbuild/"><span>Building Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>System Architecture</span></a><ul><li class="level-2"><a class="final" href="/system/"><span>Architecture Overview</span></a></li><li class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using Another Data Store</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li class="level-2"><a class="final" href="/gallery/template-gallery/"><span>Browse</span></a></li><li class="level-2"><a class="final" href="/community/submit-template/"><span>Submit your Engine as a Template</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a class="final" href="/demo/tapster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a c
 lass="final" href="/demo/community/"><span>Community Contributed Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final active" href="/community/contribute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class
 ="level-2"><a class="final" href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a href="/community/">Getting Involved</a><span class="spacer">&gt;</span></li><li><span class="last">Contribute a Webhook</span></li></ul></div><div id="page-title"><h1>Contribute a Webhooks Connector</h1></div></div><div id="table-of-content-wrapper"><h5
 >On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#example">Example</a> <ul> <li> <a href="#1-implement-webhooks-connector">1. Implement Webhooks Connector</a> </li> <li> <a href="#2-integrate-the-connector-into-event-server">2. Integrate the Connector into Event Server</a> </li> </ul> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/community/contribute-webhook.html.md"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a href="/community/">Getting Involved</a><span class="spacer">&gt;</span></li><li><span class="last">Contribute a Webhook</span></li></ul></div><div id="page-title"><h1>Contribute a Webhooks Connector</h1></div></div><div class="content"><div class="alert-message note"><p>Please check out the <a href="https://github.com/apache/incubator
 -predictionio">latest develop branch</a>.</p></div><p>Event server can collect data from other third-party sites or software through their webhooks services (for example, SegmentIO, MailChimp). To support that, a <em>Webhooks Connector</em> for the third-party data is needed to be integrated into Event Server. The job of the <em>Webhooks Connector</em> is as simply as converting the third-party data into Event JSON. You can find an example below.</p><p>Currently we support two types of connectors: <code>JsonConnector</code> and <code>FormConnector</code>, which is responsible for accepting <em>JSON</em> data and <em>Form-submission</em> data, respectively.</p><p><strong>JsonConnector</strong>:</p><div class="highlight scala"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1
+2
+3
+4
+5
+6
+7
+8
+9
+10
+11
+12
+13</pre></td><td class="code"><pre><span class="k">package</span> <span class="nn">org.apache.predictionio.data.webhooks</span>
+
+<span class="cm">/** Connector for Webhooks connection */</span>
+<span class="k">private</span><span class="o">[</span><span class="kt">predictionio</span><span class="o">]</span> <span class="k">trait</span> <span class="nc">JsonConnector</span> <span class="o">{</span>
+
+  <span class="cm">/** Convert from original JObject to Event JObject
+    * @param data original JObject recevived through webhooks
+    * @return Event JObject
+   */</span>
+  <span class="k">def</span> <span class="n">toEventJson</span><span class="o">(</span><span class="n">data</span><span class="k">:</span> <span class="kt">JObject</span><span class="o">)</span><span class="k">:</span> <span class="kt">JObject</span>
+
+<span class="o">}</span>
+
+</pre></td></tr></tbody></table> </div> <p>The EventServer URL path to collect webhooks JSON data:</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>http://&lt;EVENT SERVER URL&gt;/webhooks/&lt;CONNECTOR_NAME&gt;.json?accessKey<span class="o">=</span>&lt;YOUR_ACCESS_KEY&gt;&amp;channel<span class="o">=</span>&lt;CHANNEL_NAME&gt;
+</pre></td></tr></tbody></table> </div> <p>Note that you may collect Webhooks data into default channel (without the <code>channel</code> parameter in the URL) but it&#39;s highly recommended to create dedicated <a href="/datacollection/channel/">Channel</a> to collect specific Webhooks data (e.g. create one channel &quot;segmentio&quot; for SegmentIO and another channel &quot;mailchimp&quot; for Mailchimp data) because it allows you to manage and query data more easily, and the Webhooks data won&#39;t be mixed with your other normal app data.</p><p><strong>FormConnector</strong>:</p><div class="highlight scala"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1
+2
+3
+4
+5
+6
+7
+8
+9
+10
+11
+12
+13
+14</pre></td><td class="code"><pre><span class="k">package</span> <span class="nn">org.apache.predictionio.data.webhooks</span>
+
+<span class="cm">/** Connector for Webhooks connection with Form submission data format
+  */</span>
+<span class="k">private</span><span class="o">[</span><span class="kt">predictionio</span><span class="o">]</span> <span class="k">trait</span> <span class="nc">FormConnector</span> <span class="o">{</span>
+
+  <span class="cm">/** Convert from original Form submission data to Event JObject
+    * @param data Map of key-value pairs in String type received through webhooks
+    * @return Event JObject
+   */</span>
+  <span class="k">def</span> <span class="n">toEventJson</span><span class="o">(</span><span class="n">data</span><span class="k">:</span> <span class="kt">Map</span><span class="o">[</span><span class="kt">String</span>, <span class="kt">String</span><span class="o">])</span><span class="k">:</span> <span class="kt">JObject</span>
+
+<span class="o">}</span>
+
+</pre></td></tr></tbody></table> </div> <p>The EventServer URL path to collect webhooks form-subimssion data (no .json):</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>http://&lt;EVENT SERVER URL&gt;/webhooks/&lt;CONNECTOR_NAME&gt;?accessKey<span class="o">=</span>&lt;YOUR_ACCESS_KEY&gt;&amp;channel<span class="o">=</span>&lt;CHANNEL_NAME&gt;
+</pre></td></tr></tbody></table> </div> <p>Note that you may collect Webhooks data into default channel (without the <code>channel</code> parameter in the URL) but it&#39;s highly recommended to create dedicated <a href="/datacollection/channel/">Channel</a> to collect specific Webhooks data (e.g. create one channel &quot;segmentio&quot; for SegmentIO and another channel &quot;mailchimp&quot; for Mailchimp data) because it allows you to manage and query data more easily, and the Webhooks data won&#39;t be mixed with your other normal app data.</p><h1 id='example' class='header-anchors'>Example</h1><p>For example, let&#39;s say there is a third-party website (say, it is named &quot;ExampleJson&quot;) which can send the following JSON data through its webhooks service and we would like to collect it into Event Store.</p><p><strong>UserActionItem</strong>:</p><div class="highlight json"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre cla
 ss="lineno">1
+2
+3
+4
+5
+6
+7
+8
+9
+10
+11
+12
+13
+14</pre></td><td class="code"><pre><span class="p">{</span><span class="w">
+  </span><span class="s2">"type"</span><span class="p">:</span><span class="w"> </span><span class="s2">"userActionItem"</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"userId"</span><span class="p">:</span><span class="w"> </span><span class="s2">"as34smg4"</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"event"</span><span class="p">:</span><span class="w"> </span><span class="s2">"do_something_on"</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"itemId"</span><span class="p">:</span><span class="w"> </span><span class="s2">"kfjd312bc"</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"context"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span><span class="w">
+    </span><span class="s2">"ip"</span><span class="p">:</span><span class="w"> </span><span class="s2">"1.23.4.56"</span><span class="p">,</span><span class="w">
+    </span><span class="s2">"prop1"</span><span class="p">:</span><span class="w"> </span><span class="mf">2.345</span><span class="p">,</span><span class="w">
+    </span><span class="s2">"prop2"</span><span class="p">:</span><span class="w"> </span><span class="s2">"value1"</span><span class="w">
+  </span><span class="p">},</span><span class="w">
+  </span><span class="s2">"anotherPropertyA"</span><span class="p">:</span><span class="w"> </span><span class="mf">4.567</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"anotherPropertyB"</span><span class="p">:</span><span class="w"> </span><span class="kc">false</span><span class="p">,</span><span class="w">
+  </span><span class="s2">"timestamp"</span><span class="p">:</span><span class="w"> </span><span class="s2">"2015-01-15T04:20:23.567Z"</span><span class="w">
+</span><span class="p">}</span><span class="w">
+</span></pre></td></tr></tbody></table> </div> <h2 id='1.-implement-webhooks-connector' class='header-anchors'>1. Implement Webhooks Connector</h2><p>Because the data sent by this third-party &quot;ExampleJson&quot; site is in JSON format, we implement an object <code>ExampleJsonConnector</code> which extends <code>JsonConnector</code>:</p><div class="highlight scala"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">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</pre></td><td class="code"><pre><span class="k">private</span><span class="o">[</span><span class="kt">predictionio</span><span class="o">]</span> <span class="k">object</span> <span class="nc">ExampleJsonConnector</span> <span class="k">extends</span> <span class="nc">JsonConnector</span> <span class="o">{</span>
+
+  <span class="k">implicit</span> <span class="k">val</span> <span class="n">json4sFormats</span><span class="k">:</span> <span class="kt">Formats</span> <span class="o">=</span> <span class="nc">DefaultFormats</span>
+
+  <span class="k">override</span> <span class="k">def</span> <span class="n">toEventJson</span><span class="o">(</span><span class="n">data</span><span class="k">:</span> <span class="kt">JObject</span><span class="o">)</span><span class="k">:</span> <span class="kt">JObject</span> <span class="o">=</span> <span class="o">{</span>
+    <span class="k">val</span> <span class="n">common</span> <span class="k">=</span> <span class="k">try</span> <span class="o">{</span>
+      <span class="n">data</span><span class="o">.</span><span class="n">extract</span><span class="o">[</span><span class="kt">Common</span><span class="o">]</span>
+    <span class="o">}</span> <span class="k">catch</span> <span class="o">{</span>
+      <span class="k">case</span> <span class="n">e</span><span class="k">:</span> <span class="kt">Exception</span> <span class="o">=&gt;</span> <span class="k">throw</span> <span class="k">new</span> <span class="nc">ConnectorException</span><span class="o">(</span>
+        <span class="n">s</span><span class="s">"Cannot extract Common field from ${data}. ${e.getMessage()}"</span><span class="o">,</span> <span class="n">e</span><span class="o">)</span>
+    <span class="o">}</span>
+
+    <span class="k">val</span> <span class="n">json</span> <span class="k">=</span> <span class="k">try</span> <span class="o">{</span>
+      <span class="n">common</span><span class="o">.</span><span class="n">`type`</span> <span class="k">match</span> <span class="o">{</span>
+        <span class="k">case</span> <span class="s">"userActionItem"</span> <span class="k">=&gt;</span>
+          <span class="n">toEventJson</span><span class="o">(</span><span class="n">common</span> <span class="k">=</span> <span class="n">common</span><span class="o">,</span> <span class="n">userActionItem</span> <span class="k">=</span> <span class="n">data</span><span class="o">.</span><span class="n">extract</span><span class="o">[</span><span class="kt">UserActionItem</span><span class="o">])</span>
+        <span class="k">case</span> <span class="n">x</span><span class="k">:</span> <span class="kt">String</span> <span class="o">=&gt;</span>
+          <span class="k">throw</span> <span class="k">new</span> <span class="nc">ConnectorException</span><span class="o">(</span>
+            <span class="n">s</span><span class="s">"Cannot convert unknown type '${x}' to Event JSON."</span><span class="o">)</span>
+      <span class="o">}</span>
+    <span class="o">}</span> <span class="k">catch</span> <span class="o">{</span>
+      <span class="k">case</span> <span class="n">e</span><span class="k">:</span> <span class="kt">ConnectorException</span> <span class="o">=&gt;</span> <span class="k">throw</span> <span class="n">e</span>
+      <span class="k">case</span> <span class="n">e</span><span class="k">:</span> <span class="kt">Exception</span> <span class="o">=&gt;</span> <span class="k">throw</span> <span class="k">new</span> <span class="nc">ConnectorException</span><span class="o">(</span>
+        <span class="n">s</span><span class="s">"Cannot convert ${data} to eventJson. ${e.getMessage()}"</span><span class="o">,</span> <span class="n">e</span><span class="o">)</span>
+    <span class="o">}</span>
+
+    <span class="n">json</span>
+  <span class="o">}</span>
+
+  <span class="c1">// Convert the UserActionItem JSON to Event JSON
+</span>  <span class="k">def</span> <span class="n">toEventJson</span><span class="o">(</span><span class="n">common</span><span class="k">:</span> <span class="kt">Common</span><span class="o">,</span> <span class="n">userActionItem</span><span class="k">:</span> <span class="kt">UserActionItem</span><span class="o">)</span><span class="k">:</span> <span class="kt">JObject</span> <span class="o">=</span> <span class="o">{</span>
+    <span class="k">import</span> <span class="nn">org.json4s.JsonDSL._</span>
+
+    <span class="c1">// map to EventAPI JSON
+</span>    <span class="k">val</span> <span class="n">json</span> <span class="k">=</span>
+      <span class="o">(</span><span class="s">"event"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">event</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"entityType"</span> <span class="o">-&gt;</span> <span class="s">"user"</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"entityId"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">userId</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"targetEntityType"</span> <span class="o">-&gt;</span> <span class="s">"item"</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"targetEntityId"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">itemId</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"eventTime"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">timestamp</span><span class="o">)</span> <span class="o">~</span>
+      <span class="o">(</span><span class="s">"properties"</span> <span class="o">-&gt;</span> <span class="o">(</span>
+        <span class="o">(</span><span class="s">"context"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">context</span><span class="o">)</span> <span class="o">~</span>
+        <span class="o">(</span><span class="s">"anotherPropertyA"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">anotherPropertyA</span><span class="o">)</span> <span class="o">~</span>
+        <span class="o">(</span><span class="s">"anotherPropertyB"</span> <span class="o">-&gt;</span> <span class="n">userActionItem</span><span class="o">.</span><span class="n">anotherPropertyB</span><span class="o">)</span>
+      <span class="o">))</span>
+    <span class="n">json</span>
+  <span class="o">}</span>
+
+  <span class="c1">// Common required fields
+</span>  <span class="k">case</span> <span class="k">class</span> <span class="nc">Common</span><span class="o">(</span>
+    <span class="n">`type`</span><span class="k">:</span> <span class="kt">String</span>
+  <span class="o">)</span>
+
+  <span class="c1">// UserActionItem fields
+</span>  <span class="k">case</span> <span class="k">class</span> <span class="nc">UserActionItem</span> <span class="o">(</span>
+    <span class="n">userId</span><span class="k">:</span> <span class="kt">String</span><span class="o">,</span>
+    <span class="n">event</span><span class="k">:</span> <span class="kt">String</span><span class="o">,</span>
+    <span class="n">itemId</span><span class="k">:</span> <span class="kt">String</span><span class="o">,</span>
+    <span class="n">context</span><span class="k">:</span> <span class="kt">JObject</span><span class="o">,</span>
+    <span class="n">anotherPropertyA</span><span class="k">:</span> <span class="kt">Option</span><span class="o">[</span><span class="kt">Double</span><span class="o">],</span>
+    <span class="n">anotherPropertyB</span><span class="k">:</span> <span class="kt">Option</span><span class="o">[</span><span class="kt">Boolean</span><span class="o">],</span>
+    <span class="n">timestamp</span><span class="k">:</span> <span class="kt">String</span>
+  <span class="o">)</span>
+
+<span class="o">}</span>
+</pre></td></tr></tbody></table> </div> <p>You can find the complete example in <a href="https://github.com/apache/incubator-predictionio/blob/develop/data/src/main/scala/io/prediction/data/webhooks/examplejson/ExampleJsonConnector.scala">the GitHub repo</a> and how to write <a href="https://github.com/apache/incubator-predictionio/blob/develop/data/src/test/scala/io/prediction/data/webhooks/examplejson/ExampleJsonConnectorSpec.scala">tests for the connector</a>.</p><p>Please put the connector code in a separate directory for each site. For example, code for segmentio connector should be in</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>data/src/main/scala/org.apache.predictionio/data/webhooks/segmentio/
+</pre></td></tr></tbody></table> </div> <p>and tests should be in</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>data/src/test/scala/org.apache.predictionio/data/webhooks/segmentio/
+</pre></td></tr></tbody></table> </div> <p><strong>For form-submission data</strong>, you can find the comple example <a href="https://github.com/apache/incubator-predictionio/blob/develop/data/src/main/scala/io/prediction/data/webhooks/exampleform/ExampleFormConnector.scala">the GitHub repo</a> and how to write <a href="https://github.com/apache/incubator-predictionio/blob/develop/data/src/test/scala/io/prediction/data/webhooks/exampleform/ExampleFormConnectorSpec.scala">tests for the connector</a>.</p><h2 id='2.-integrate-the-connector-into-event-server' class='header-anchors'>2. Integrate the Connector into Event Server</h2><p>Once we have the connector implemented, we can add this to the EventServer so we can collect real-time data.</p><p>Add the connector to <a href="https://github.com/apache/incubator-predictionio/blob/develop/data/src/main/scala/io/prediction/data/api/WebhooksConnectors.scala"><code>WebhooksConnectors</code> object</a>:</p><div class="highlight scala"><table 
 style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1
+2
+3
+4
+5
+6
+7
+8
+9
+10
+11
+12
+13
+14
+15
+16
+17</pre></td><td class="code"><pre>
+<span class="k">import</span> <span class="nn">org.apache.predictionio.data.webhooks.examplejson.ExampleJsonConnector</span> <span class="c1">// ADDED
+</span>
+<span class="k">private</span><span class="o">[</span><span class="kt">predictionio</span><span class="o">]</span> <span class="k">object</span> <span class="nc">WebhooksConnectors</span> <span class="o">{</span>
+
+  <span class="c1">// Map of Connector Name to Connector
+</span>  <span class="k">val</span> <span class="n">json</span><span class="k">:</span> <span class="kt">Map</span><span class="o">[</span><span class="kt">String</span>, <span class="kt">JsonConnector</span><span class="o">]</span> <span class="k">=</span> <span class="nc">Map</span><span class="o">(</span>
+    <span class="s">"segmentio"</span> <span class="o">-&gt;</span> <span class="nc">SegmentIOConnector</span><span class="o">,</span>
+    <span class="s">"examplejson"</span> <span class="o">-&gt;</span> <span class="nc">ExampleJsonConnector</span> <span class="c1">// ADDED
+</span>  <span class="o">)</span>
+
+  <span class="c1">// Map of Connector Name to Connector
+</span>  <span class="k">val</span> <span class="n">form</span><span class="k">:</span> <span class="kt">Map</span><span class="o">[</span><span class="kt">String</span>, <span class="kt">FormConnector</span><span class="o">]</span> <span class="k">=</span> <span class="nc">Map</span><span class="o">(</span>
+    <span class="s">"mailchimp"</span> <span class="o">-&gt;</span> <span class="nc">MailChimpConnector</span>
+  <span class="o">)</span>
+
+<span class="o">}</span>
+</pre></td></tr></tbody></table> </div> <p>Note that the name of the connectors (e.g. &quot;examplejson&quot;, &quot;segmentio&quot;) will be used as the webhooks URL. In this example, the event server URL to collect data from &quot;ExampleJson&quot; would be:</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>http://&lt;EVENT SERVER URL&gt;/webhooks/examplejson.json?accessKey<span class="o">=</span>&lt;YOUR_ACCESS_KEY&gt;&amp;channel<span class="o">=</span>&lt;CHANNEL_NAME&gt;
+</pre></td></tr></tbody></table> </div> <p>For <code>FormConnector</code>, the URL doesn&#39;t have <code>.json</code>. For example,</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td class="code"><pre>http://&lt;EVENT SERVER URL&gt;/webhooks/mailchimp?accessKey<span class="o">=</span>&lt;YOUR_ACCESS_KEY&gt;&amp;channel<span class="o">=</span>&lt;CHANNEL_NAME&gt;
+</pre></td></tr></tbody></table> </div> <p>That&#39;s it. Once you re-compile Apache PredictionIO (incubating), you can send the ExampleJson data to the following URL and the data will be stored to the App of the corresponding Access Key.</p></div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Download</a></li><li><a href="//docs.prediction.io/" target="blank">Docs</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">GitHub</a></li><li><a href="mailto:user-subscribe@predictionio.incubator.apache.org" target="blank">Subscribe to User Mailing List</a></li><li><a href="//stackoverflow.com/questions/tagged/predictionio" target="blank">Stackoverflow</a></li></ul></div></div><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-col
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 algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span></a></li><li class="level-2"><a class="final" href="/evalua
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 buted Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible active" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final" href="/community/contribute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" href="/resources/faq/"><span>FA
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+<!DOCTYPE html><html><head><title>Community Powered Projects</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Community Powered Projects"/><link rel="canonical" href="https://docs.prediction.io/community/projects/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" rel="stylesheet"/><link href="/stylesheets/application-a2a2f408.css" rel="stylesheet" type="text/css"/><script src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script src="//cdn.mathjax.org/mathjax/l
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 hidden-md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Community Projects</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img id="left-menu-indicator" src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."/></div><img class="swiftype-row-hider hidden-md hidden-lg" src="/images/icons/drawer-toggle-active-fcbef12a.png"/></form></div></div><div class="mobile-left-menu-toggler hidden-md hidden-lg"></div></div></div></div><div id="page" class="container-fluid"><div class="row"><div id="left-menu-wrapper" class="col-m
 d-3"><nav id="nav-main"><ul><li class="level-1"><a class="expandible" href="/"><span>Apache PredictionIO (incubating) Documentation</span></a><ul><li class="level-2"><a class="final" href="/"><span>Welcome to Apache PredictionIO (incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Started</span></a><ul><li class="level-2"><a class="final" href="/start/"><span>A Quick Intro</span></a></li><li class="level-2"><a class="final" href="/install/"><span>Installing Apache PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" href="/start/download/"><span>Downloading an Engine Template</span></a></li><li class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your App</span></a><ul><li
  class="level-2"><a class="final" href="/appintegration/"><span>App Integration Overview</span></a></li><li class="level-2"><a class="expandible" href="/sdk/"><span>List of SDKs</span></a><ul><li class="level-3"><a class="final" href="/sdk/java/"><span>Java & Android SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/php/"><span>PHP SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/community/"><span>Community Powered SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Deploying an Engine</span></a><ul><li class="level-2"><a class="final" href="/deploy/"><span>Deploying as a Web Service</span></a></li><li class="level-2"><a class="final" href="/cli/#engine-commands"><span>Engine Command-line Interface</span></a></li><li class="level-2">
 <a class="final" href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a class="final" href="/customize/"><span>Learning DASE</span></a></li><li class="level-2"><a class="final" href="/customize/dase/"><span>Implement DASE</span></a></li><li class="level-2"><a class="final" href="/customize/troubleshooting/"><span>Troubleshooting Engine Development</span></a></li><li class="level-2"><a class="final" href="/api/current/#package"><span>Engine Scala APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Collecting and Analyzing Data</span></a><ul><li class="level-2"><a class="final" href=
 "/datacollection/"><span>Event Server Overview</span></a></li><li class="level-2"><a class="final" href="/cli/#event-server-commands"><span>Event Server Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventapi/"><span>Collecting Data with REST/SDKs</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li class="level-2"><a class="final" href="/datacollection/webhooks/"><span>Unifying Multichannel Data with Webhooks</span></a></li><li class="level-2"><a class="final" href="/datacollection/channel/"><span>Channel</span></a></li><li class="level-2"><a class="final" href="/datacollection/batchimport/"><span>Importing Data in Batch</span></a></li><li class="level-2"><a class="final" href="/datacollection/analytics/"><span>Using Analytics Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Choosing an Algorithm(s)</span></a><ul><li cla
 ss="level-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span></a></li><li class="le
 vel-2"><a class="final" href="/evaluation/metricbuild/"><span>Building Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>System Architecture</span></a><ul><li class="level-2"><a class="final" href="/system/"><span>Architecture Overview</span></a></li><li class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using Another Data Store</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li class="level-2"><a class="final" href="/gallery/template-gallery/"><span>Browse</span></a></li><li class="level-2"><a class="final" href="/community/submit-template/"><span>Submit your Engine as a Template</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a class="final" href="/demo/tapster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a class="final" href="/de
 mo/community/"><span>Community Contributed Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final" href="/community/contribute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final active" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="f
 inal" href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a href="/community/">Getting Involved</a><span class="spacer">&gt;</span></li><li><span class="last">Community Projects</span></li></ul></div><div id="page-title"><h1>Community Powered Projects</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="
 table-of-contents"><ul> <li> <a href="#sdks">SDKs</a> </li> <li> <a href="#magento-2-personalised-products-module">Magento 2 Personalised Products Module</a> </li> <li> <a href="#vagrant-installation-for-predictionio">Vagrant Installation for PredictionIO</a> </li> <li> <a href="#docker-installation-for-predictionio">Docker Installation for PredictionIO</a> </li> <li> <a href="#another-docker-installation-for-predictionio">Another Docker Installation for PredictionIO</a> </li> <li> <a href="#graphx-parallel-simrank-algorithm">GraphX Parallel SimRank Algorithm</a> </li> <li> <a href="#magento-similar-products-extension">Magento Similar Products Extension</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/community/projects.html.md"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" class="hidden-sm hidden
  xs"><ul><li><a href="/community/">Getting Involved</a><span class="spacer">&gt;</span></li><li><span class="last">Community Projects</span></li></ul></div><div id="page-title"><h1>Community Powered Projects</h1></div></div><div class="content"><p>Here you will find great projects contributed by the Apache PredictionIO (incubating) community. Stay tuned.</p><div class="alert-message info"><p>If you have built a Apache PredictionIO (incubating)-related project, we would love to showcase it to the community! Simply edit <a href="https://github.com/apache/incubator-predictionio/blob/livedoc/docs/manual/source/community/projects.html.md">this page</a> and submit a pull request.</p></div><h2 id='sdks' class='header-anchors'>SDKs</h2><p>Community-powered SDKs are <a href="/sdk/">separately listed</a>.</p><h2 id='magento-2-personalised-products-module' class='header-anchors'>Magento 2 Personalised Products Module</h2><p>URL: <a href="https://github.com/richdynamix/personalised-products">ht
 tps://github.com/richdynamix/personalised-products</a></p><p>Personalised Products is a Magento 2 module that will serve realtime predicted suggestions for product upsells on the product page and complimentary suggestions for cross sells on the basket page. All powered by PredictionIO using the <a title="Similar Product" href="/gallery/template-gallery/#recommender-systems">Similar Product</a> engine and the <a title="Complementary Purchase" href="/gallery/template-gallery/#unsupervised-learning">Complementary Purchase</a> engine.</p> <ul> <li><p>Core Author: Steven Richardson</p></li> <li><p>Status: It works with PredictionIO v0.9.5 - Under active development</p></li> </ul> <h2 id='vagrant-installation-for-predictionio' class='header-anchors'>Vagrant Installation for PredictionIO</h2><p>URL: <a href="https://github.com/PredictionIO/PredictionIO-Vagrant">https://github.com/PredictionIO/PredictionIO-Vagrant</a></p><p>Bring Up PredictionIO 0.9.x VM with Vagrant.</p> <ul> <li><p>Core A
 uthor: Raphael Mäder</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active development</p></li> </ul> <h2 id='docker-installation-for-predictionio' class='header-anchors'>Docker Installation for PredictionIO</h2><p>URL: <a href="https://github.com/mingfang/docker-predictionio">https://github.com/mingfang/docker-predictionio</a></p><p>Run PredictionIO inside Docker.</p> <ul> <li><p>Core Author: Ming Fang</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active development</p></li> </ul> <h2 id='another-docker-installation-for-predictionio' class='header-anchors'>Another Docker Installation for PredictionIO</h2><p>URL: <a href="https://github.com/sphereio/docker-predictionio">https://github.com/sphereio/docker-predictionio</a></p><p>Docker container for PredictionIO-based machine learning services.</p> <ul> <li><p>Core Author: Fabian M. Borschel</p></li> <li><p>Status: Runs latest PredictionIO v0.9.3 - Under active development</p></li> </ul> <h2 id='gra
 phx-parallel-simrank-algorithm' class='header-anchors'>GraphX Parallel SimRank Algorithm</h2><p>URL: <a href="https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine">https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine</a></p><p>Implementation of Delta-Simrank algorithm using Spark&#39;s GraphX framework.</p> <ul> <li><p>Core Author: Joey Zhou</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active development</p></li> </ul> <h2 id='magento-similar-products-extension' class='header-anchors'>Magento Similar Products Extension</h2><p>URL: <a href="https://github.com/magento-hackathon/Predictionio">https://github.com/magento-hackathon/Predictionio</a></p><p>Similar Products is a Magento extension that utilizes PredictionIO to create a more personalized suggestion of up-sell products on the Magento product page.</p> <ul> <li><p>Core Author: Steven Richardson, Raphael Mäder &amp; Damian Luszczymak</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active de
 velopment</p></li> </ul> </div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Download</a></li><li><a href="//docs.prediction.io/" target="blank">Docs</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">GitHub</a></li><li><a href="mailto:user-subscribe@predictionio.incubator.apache.org" target="blank">Subscribe to User Mailing List</a></li><li><a href="//stackoverflow.com/questions/tagged/predictionio" target="blank">Stackoverflow</a></li></ul></div></div><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Contribute</h4><ul><li><a href="//predictionio.incubator.apache.org/community/contribute-code/" target="blank">Contribute</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">So
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