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commit e30fb6e9c22c05e418a640616e1e5fe713598f49 Author: Makoto Yui <m...@apache.org> AuthorDate: Sat Jun 29 01:58:49 2019 +0900 Fixed ToC --- userguide/ft_engineering/binning.html | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/userguide/ft_engineering/binning.html b/userguide/ft_engineering/binning.html index c0102b3..5608e84 100644 --- a/userguide/ft_engineering/binning.html +++ b/userguide/ft_engineering/binning.html @@ -2382,10 +2382,11 @@ <!-- toc --><div id="toc" class="toc"> <ul> -<li><a href="#data-preparation">Data Preparation</a><ul> +<li><a href="#data-preparation">Data Preparation</a></li> +<li><a href="#usage">Usage</a><ul> <li><a href="#custom-rule-for-binning">Custom rule for binning</a></li> -<li><a href="#binning-based-on-quantiles">Binning based on quantiles</a></li> -<li><a href="#practical-example">Practical Example</a></li> +<li><a href="#binning-based-on-quantiles">Binning based on Quantiles</a></li> +<li><a href="#concrete-example">Concrete Example</a></li> <li><a href="#create-a-mapping-table-by-feature-binning">Create a mapping table by Feature Binning</a></li> </ul> </li> @@ -2449,6 +2450,7 @@ </tr> </tbody> </table> +<h1 id="usage">Usage</h1> <h2 id="custom-rule-for-binning">Custom rule for binning</h2> <p>You can provide a custom rule for binning as follows:</p> <pre><code class="lang-sql"><span class="hljs-keyword">select</span> @@ -2499,7 +2501,7 @@ </tr> </tbody> </table> -<h2 id="binning-based-on-quantiles">Binning based on quantiles</h2> +<h2 id="binning-based-on-quantiles">Binning based on Quantiles</h2> <p>You can apply feature binning based on <a href="https://en.wikipedia.org/wiki/Quantile" target="_blank">quantiles</a>. </p> <p>Suppose converting <code>age</code> values into 3 bins:</p> <pre><code class="lang-sql"><span class="hljs-keyword">SELECT</span> @@ -2577,7 +2579,7 @@ ge:2","age:2","age:2","age:2"] ["age:3& </tr> </tbody> </table> -<h2 id="practical-example">Practical Example</h2> +<h2 id="concrete-example">Concrete Example</h2> <p>Here, we show a more practical usage of <code>feature_binning</code> UDF that applied feature binning for given feature vectors.</p> <pre><code class="lang-sql">WITH extracted as ( <span class="hljs-keyword">select</span> @@ -2829,7 +2831,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Feature Binning","level":"3.4","depth":1,"next":{"title":"Feature Paring","level":"3.5","depth":1,"path":"ft_engineering/pairing.md","ref":"ft_engineering/pairing.md","articles":[{"title":"Polynomial features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]}]},"previous":{"title":"Feature Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft [...] + gitbook.page.hasChanged({"page":{"title":"Feature Binning","level":"3.4","depth":1,"next":{"title":"Feature Paring","level":"3.5","depth":1,"path":"ft_engineering/pairing.md","ref":"ft_engineering/pairing.md","articles":[{"title":"Polynomial features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]}]},"previous":{"title":"Feature Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft [...] }); </script> </div>