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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/c5168cef/userguide/binaryclass/titanic_rf.html ---------------------------------------------------------------------- diff --git a/userguide/binaryclass/titanic_rf.html b/userguide/binaryclass/titanic_rf.html index 7b90b87..9223303 100644 --- a/userguide/binaryclass/titanic_rf.html +++ b/userguide/binaryclass/titanic_rf.html @@ -2227,7 +2227,7 @@ The example gives a baseline score without any feature engineering.</p> <li><a href="#training">Training</a></li> <li><a href="#prediction">Prediction</a></li> <li><a href="#kaggle-submission">Kaggle submission</a></li> -<li><a href="#graphvis-export">Graphvis export</a></li> +<li><a href="#graphviz-export">Graphviz export</a></li> <li><a href="#test-by-dividing-training-dataset">Test by dividing training dataset</a></li> </ul> @@ -2430,7 +2430,7 @@ For example, <code>pclass</code> is a categorical variable.</p></div></div> sed -i <span class="hljs-_">-e</span> <span class="hljs-string">"1i PassengerId,Survived"</span> predicted_rf_submit.csv </code></pre> <p>Accuracy would gives <code>0.76555</code> for a Kaggle submission.</p> -<h1 id="graphvis-export">Graphvis export</h1> +<h1 id="graphviz-export">Graphviz export</h1> <div class="panel panel-primary"><div class="panel-heading"><h3 class="panel-title" id="note"><i class="fa fa-edit"></i> Note</h3></div><div class="panel-body"><p><code>tree_export</code> feature is supported from Hivemall v0.5.0 or later. Better to limit tree depth on training by <code>-depth</code> option to plot a Decision Tree.</p></div></div> <p>Hivemall provide <code>tree_export</code> to export a decision tree into <a href="http://www.graphviz.org/"; target="_blank">Graphviz</a> or human-readable Javascript format. You can find the usage by issuing the following query:</p> @@ -2444,20 +2444,20 @@ usage: tree_export(string model, const string options, optional -output_name,--outputName <arg> output name [default: predicted] -r,--regression Is regression tree or not -t,--type <arg> Type of output [default: js, - javascript/js, graphvis/dot + javascript/js, graphviz/dot </code></pre><pre><code class="lang-sql"><span class="hljs-keyword">CREATE</span> <span class="hljs-keyword">TABLE</span> model_exported <span class="hljs-keyword">STORED</span> <span class="hljs-keyword">AS</span> ORC tblproperties(<span class="hljs-string">"orc.compress"</span>=<span class="hljs-string">"SNAPPY"</span>) <span class="hljs-keyword">AS</span> <span class="hljs-keyword">select</span> model_id, tree_export(<span class="hljs-keyword">model</span>, <span class="hljs-string">"-type javascript -output_name survived"</span>, <span class="hljs-built_in">array</span>(<span class="hljs-string">'pclass'</span>,<span class="hljs-string">'name'</span>,<span class="hljs-string">'sex'</span>,<span class="hljs-string">'age'</span>,<span class="hljs-string">'sibsp'</span>,<span class="hljs-string">'parch'</span>,<span class="hljs-string">'ticket'</span>,<span class="hljs-string">'fare'</span>,<span class="hljs-string">'cabin'</span>,<span class="hljs-string">'embarked'</span>), <span class="hljs-built_in">array</span>(<span class="hljs-string">'no'</span>,<span class="hljs-string">'yes'</span>)) <span class="hljs-keyword">as</span> js, - tree_export(<span class="hljs-keyword">model</span>, <span class="hljs-string">"-type graphvis -output_name survived"</span>, <span class="hljs-built_in">array</span>(<span class="hljs-string">'pclass'</span>,<span class="hljs-string">'name'</span>,<span class="hljs-string">'sex'</span>,<span class="hljs-string">'age'</span>,<span class="hljs-string">'sibsp'</span>,<span class="hljs-string">'parch'</span>,<span class="hljs-string">'ticket'</span>,<span class="hljs-string">'fare'</span>,<span class="hljs-string">'cabin'</span>,<span class="hljs-string">'embarked'</span>), <span class="hljs-built_in">array</span>(<span class="hljs-string">'no'</span>,<span class="hljs-string">'yes'</span>)) <span class="hljs-keyword">as</span> dot + tree_export(<span class="hljs-keyword">model</span>, <span class="hljs-string">"-type graphviz -output_name survived"</span>, <span class="hljs-built_in">array</span>(<span class="hljs-string">'pclass'</span>,<span class="hljs-string">'name'</span>,<span class="hljs-string">'sex'</span>,<span class="hljs-string">'age'</span>,<span class="hljs-string">'sibsp'</span>,<span class="hljs-string">'parch'</span>,<span class="hljs-string">'ticket'</span>,<span class="hljs-string">'fare'</span>,<span class="hljs-string">'cabin'</span>,<span class="hljs-string">'embarked'</span>), <span class="hljs-built_in">array</span>(<span class="hljs-string">'no'</span>,<span class="hljs-string">'yes'</span>)) <span class="hljs-keyword">as</span> dot <span class="hljs-keyword">from</span> model_rf <span class="hljs-comment">-- limit 1</span> ; </code></pre> -<p><a href="https://gist.github.com/myui/a83ba3795bad9b278cf8bcc59f946e2c#file-titanic-dot"; target="_blank">Here is an example</a> plotting a decision tree using Graphvis or <a href="http://viz-js.com/"; target="_blank">Vis.js</a>.</p> +<p><a href="https://gist.github.com/myui/a83ba3795bad9b278cf8bcc59f946e2c#file-titanic-dot"; target="_blank">Here is an example</a> plotting a decision tree using Graphviz or <a href="http://viz-js.com/"; target="_blank">Vis.js</a>.</p> <hr> <h1 id="test-by-dividing-training-dataset">Test by dividing training dataset</h1> <pre><code class="lang-sql"><span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> train_rf_07; @@ -2613,7 +2613,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Kaggle Titanic Tutorial","level":"6.7","depth":1,"next":{"title":"News20 Multiclass Tutorial","level":"7.1","depth":1,"path":"multiclass/news20.md","ref":"multiclass/news20.md","articles":[{"title":"Data preparation","level":"7.1.1","depth":2,"path":"multiclass/news20_dataset.md","ref":"multiclass/news20_dataset.md","articles":[]},{"title":"Data preparation for one-vs-the-rest classifiers","level":"7.1.2","depth":2,"path":"multiclass/news20_one-vs-the-rest_dataset.md","ref":"multiclass/news20_one-vs-the-rest_dataset.md","articles":[]},{"title":"PA","level":"7.1.3","depth":2,"path":"multiclass/news20_pa.md","ref":"multiclass/news20_pa.md","articles":[]},{"title":"CW, AROW, SCW","level":"7.1.4","depth":2,"path":"multiclass/news20_scw.md","ref":"multiclass/news20_scw.md","articles":[]},{"title":"Ensemble learning","level":"7.1.5","depth":2,"path":"multiclass/news20_ensemble.md","ref":"multiclass/news20_ensemble.md","articles":[]},{" title":"one-vs-the-rest classifier","level":"7.1.6","depth":2,"path":"multiclass/news20_one-vs-the-rest.md","ref":"multiclass/news20_one-vs-the-rest.md","articles":[]}]},"previous":{"title":"PA1, AROW, SCW","level":"6.6.2","depth":2,"path":"binaryclass/webspam_scw.md","ref":"binaryclass/webspam_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"h2lb":3,"header":1,"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter":{},"search":{},"downloadpdf":{"base":"https://github.com/apache/incu bator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md","hline":"true"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"sitemap":{"hostname":"http://hivemall.incubator.apache.org/"},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/tree/master/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs":{"selector":"h1,h2,h3,*:not(.callout) > h4,h5"},"toggle-chapters":{ },"expandable-chapters":{}},"theme":"default","pdf":{"pageNumbers":true,"fontSize":12,"fontFamily":"Arial","paperSize":"a4","chapterMark":"pagebreak","pageBreaksBefore":"/","margin":{"right":62,"left":62,"top":56,"bottom":56}},"structure":{"langs":"LANGS.md","readme":"README.md","glossary":"GLOSSARY.md","summary":"SUMMARY.md"},"variables":{},"title":"Hivemall User Manual","links":{"sidebar":{"<i class=\"fa fa-home\"></i> Home":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"binaryclass/titanic_rf.md","mtime":"2018-03-13T14:17:50.956Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-04-16T14:16:24.937Z"},"basePath":"..","book":{"language":""}}); 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