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Posted to commits@hivemall.apache.org by my...@apache.org on 2019/07/26 07:43:35 UTC
[incubator-hivemall-site] 01/01: Updated the project site
This is an automated email from the ASF dual-hosted git repository.
myui pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/incubator-hivemall-site.git
commit 527a548d00dc2c51d912fab7ca5370d1895cbda6
Author: Makoto Yui <my...@apache.org>
AuthorDate: Fri Jul 26 16:41:10 2019 +0900
Updated the project site
---
404.html | 2 +-
ci-management.html | 2 +-
contributing.html | 2 +-
dependency-convergence.html | 8 +-
dependency-info.html | 2 +-
distribution-management.html | 2 +-
download.html | 2 +-
faq.html | 2 +-
index.html | 2 +-
issue-management.html | 2 +-
licenses.html | 2 +-
mailing-lists.html | 2 +-
modules.html | 2 +-
overview.html | 2 +-
plugins.html | 2 +-
poweredby.html | 2 +-
project-info.html | 2 +-
release-guide.html | 2 +-
release-setup.html | 2 +-
repository.html | 2 +-
scm.html | 2 +-
summary.html | 2 +-
team.html | 2 +-
userguide.html | 2 +-
userguide/anomaly/changefinder.html | 2 +-
userguide/anomaly/lof.html | 2 +-
userguide/anomaly/sst.html | 2 +-
userguide/binaryclass/a9a.html | 2 +-
userguide/binaryclass/a9a_dataset.html | 2 +-
userguide/binaryclass/a9a_generic.html | 2 +-
userguide/binaryclass/a9a_lr.html | 2 +-
userguide/binaryclass/a9a_minibatch.html | 2 +-
userguide/binaryclass/criteo.html | 2 +-
userguide/binaryclass/criteo_dataset.html | 2 +-
userguide/binaryclass/criteo_ffm.html | 2 +-
userguide/binaryclass/general.html | 2 +-
userguide/binaryclass/kdd2010a.html | 2 +-
userguide/binaryclass/kdd2010a_dataset.html | 2 +-
userguide/binaryclass/kdd2010a_scw.html | 2 +-
userguide/binaryclass/kdd2010b.html | 2 +-
userguide/binaryclass/kdd2010b_arow.html | 2 +-
userguide/binaryclass/kdd2010b_dataset.html | 2 +-
userguide/binaryclass/news20.html | 2 +-
userguide/binaryclass/news20_adagrad.html | 2 +-
userguide/binaryclass/news20_dataset.html | 2 +-
userguide/binaryclass/news20_generic.html | 2 +-
userguide/binaryclass/news20_pa.html | 2 +-
userguide/binaryclass/news20_rf.html | 2 +-
userguide/binaryclass/news20_scw.html | 2 +-
userguide/binaryclass/titanic_rf.html | 2 +-
userguide/binaryclass/webspam.html | 2 +-
userguide/binaryclass/webspam_dataset.html | 2 +-
userguide/binaryclass/webspam_scw.html | 2 +-
userguide/clustering/lda.html | 2 +-
userguide/clustering/plsa.html | 2 +-
userguide/docker/getting_started.html | 2 +-
userguide/eval/auc.html | 2 +-
userguide/eval/binary_classification_measures.html | 2 +-
userguide/eval/datagen.html | 2 +-
userguide/eval/lr_datagen.html | 2 +-
.../eval/multilabel_classification_measures.html | 2 +-
userguide/eval/rank.html | 2 +-
userguide/eval/regression.html | 4 +-
userguide/ft_engineering/binarize.html | 2 +-
userguide/ft_engineering/binning.html | 289 ++++++++++++++++-----
userguide/ft_engineering/bm25.html | 2 +-
userguide/ft_engineering/ft_trans.html | 2 +-
userguide/ft_engineering/hashing.html | 2 +-
userguide/ft_engineering/pairing.html | 2 +-
userguide/ft_engineering/polynomial.html | 2 +-
userguide/ft_engineering/quantify.html | 2 +-
userguide/ft_engineering/scaling.html | 2 +-
userguide/ft_engineering/selection.html | 2 +-
userguide/ft_engineering/term_vector.html | 2 +-
userguide/ft_engineering/tfidf.html | 2 +-
userguide/ft_engineering/vectorization.html | 2 +-
userguide/geospatial/latlon.html | 2 +-
userguide/getting_started/index.html | 2 +-
userguide/getting_started/input-format.html | 2 +-
userguide/getting_started/installation.html | 2 +-
userguide/getting_started/permanent-functions.html | 2 +-
userguide/index.html | 2 +-
userguide/misc/approx.html | 2 +-
userguide/misc/funcs.html | 37 ++-
userguide/misc/generic_funcs.html | 2 +-
userguide/misc/tokenizer.html | 2 +-
userguide/misc/topk.html | 4 +-
userguide/multiclass/iris.html | 2 +-
userguide/multiclass/iris_dataset.html | 2 +-
userguide/multiclass/iris_randomforest.html | 2 +-
userguide/multiclass/iris_scw.html | 2 +-
userguide/multiclass/news20.html | 2 +-
userguide/multiclass/news20_dataset.html | 2 +-
userguide/multiclass/news20_ensemble.html | 2 +-
userguide/multiclass/news20_one-vs-the-rest.html | 2 +-
.../multiclass/news20_one-vs-the-rest_dataset.html | 2 +-
userguide/multiclass/news20_pa.html | 2 +-
userguide/multiclass/news20_scw.html | 2 +-
userguide/recommend/cf.html | 2 +-
userguide/recommend/item_based_cf.html | 2 +-
userguide/recommend/movielens.html | 2 +-
userguide/recommend/movielens_cf.html | 2 +-
userguide/recommend/movielens_cv.html | 2 +-
userguide/recommend/movielens_dataset.html | 2 +-
userguide/recommend/movielens_fm.html | 2 +-
userguide/recommend/movielens_mf.html | 2 +-
userguide/recommend/movielens_slim.html | 2 +-
userguide/recommend/news20.html | 2 +-
userguide/recommend/news20_bbit_minhash.html | 2 +-
userguide/recommend/news20_jaccard.html | 2 +-
userguide/recommend/news20_knn.html | 2 +-
userguide/regression/e2006.html | 2 +-
userguide/regression/e2006_arow.html | 2 +-
userguide/regression/e2006_dataset.html | 2 +-
userguide/regression/e2006_generic.html | 2 +-
userguide/regression/general.html | 2 +-
userguide/regression/kddcup12tr2.html | 2 +-
userguide/regression/kddcup12tr2_adagrad.html | 2 +-
userguide/regression/kddcup12tr2_dataset.html | 2 +-
userguide/regression/kddcup12tr2_lr.html | 2 +-
userguide/regression/kddcup12tr2_lr_amplify.html | 2 +-
userguide/search_index.json | 2 +-
userguide/spark/binaryclass/a9a_df.html | 2 +-
userguide/spark/binaryclass/a9a_sql.html | 2 +-
userguide/spark/binaryclass/index.html | 2 +-
userguide/spark/getting_started/index.html | 2 +-
userguide/spark/getting_started/installation.html | 2 +-
userguide/spark/misc/functions.html | 2 +-
userguide/spark/misc/misc.html | 2 +-
userguide/spark/misc/topk_join.html | 2 +-
userguide/spark/regression/e2006_df.html | 2 +-
userguide/spark/regression/e2006_sql.html | 2 +-
userguide/supervised_learning/prediction.html | 2 +-
userguide/supervised_learning/tutorial.html | 2 +-
userguide/tips/addbias.html | 2 +-
userguide/tips/emr.html | 2 +-
userguide/tips/ensemble_learning.html | 2 +-
userguide/tips/general_tips.html | 2 +-
userguide/tips/hadoop_tuning.html | 2 +-
userguide/tips/index.html | 2 +-
userguide/tips/mixserver.html | 2 +-
userguide/tips/rand_amplify.html | 2 +-
userguide/tips/rowid.html | 2 +-
userguide/tips/rt_prediction.html | 2 +-
userguide/troubleshooting/asterisk.html | 2 +-
userguide/troubleshooting/index.html | 2 +-
userguide/troubleshooting/mapjoin_classcastex.html | 2 +-
userguide/troubleshooting/mapjoin_task_error.html | 2 +-
userguide/troubleshooting/num_mappers.html | 2 +-
userguide/troubleshooting/oom.html | 2 +-
verify_artifacts.html | 2 +-
151 files changed, 412 insertions(+), 222 deletions(-)
diff --git a/404.html b/404.html
index 1296621..9ec28a9 100644
--- a/404.html
+++ b/404.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/ci-management.html b/ci-management.html
index 009190b..2765031 100644
--- a/ci-management.html
+++ b/ci-management.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/contributing.html b/contributing.html
index 97dbe8f..5271835 100644
--- a/contributing.html
+++ b/contributing.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/dependency-convergence.html b/dependency-convergence.html
index 4b2f382..db27e44 100644
--- a/dependency-convergence.html
+++ b/dependency-convergence.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
@@ -249,10 +249,10 @@
<li>org.apache.hivemall:hivemall-spark2.2:jar:0.6.0-incubating-SNAPSHOT<br />+- org.apache.spark:spark-sql_2.11:jar:2.2.0:provided<br />|  \- org.apache.spark:spark-catalyst_2.11:jar:2.2.0:provided<br />|     \- (commons-codec:commons-codec:jar:1.10:provided - omitted for conflict with 1.8)<br />\- org.apache.spark:spark-hive_2.11:jar:2.2.0:provided<br />   \- commons-codec:commons-codec:jar:1.10:provided<br /></l [...]
<li>org.apache.hivemall:hivemall-spark2.3:jar:0.6.0-incubating-SNAPSHOT<br />+- org.apache.spark:spark-core_2.11:jar:2.3.0:provided<br />|  \- net.java.dev.jets3t:jets3t:jar:0.9.4:provided<br />|     \- (commons-codec:commons-codec:jar:1.10:provided - omitted for duplicate)<br />+- org.apache.spark:spark-sql_2.11:jar:2.3.0:provided<br />|  +- org.apache.spark:spark-catalyst_2.11:jar:2.3.0:provided<br />|  |&# [...]
<tr class="b">
-<td width="25%">1.12</td>
+<td width="25%">1.13</td>
<td>
<ol style="list-style-type: decimal">
-<li>org.apache.hivemall:hivemall-spark2.3:jar:0.6.0-incubating-SNAPSHOT<br />\- org.apache.spark:spark-core_2.11:jar:2.3.0:provided<br />   \- org.apache.hadoop:hadoop-client:jar:2.6.5:provided<br />      \- org.apache.hadoop:hadoop-common:jar:2.6.5:provided<br />         \- (commons-codec:commons-codec:jar:1.12:provided - omitted for duplicate)<br /></li><br /></ol></td></tr>
+<li>org.apache.hivemall:hivemall-spark2.3:jar:0.6.0-incubating-SNAPSHOT<br />\- org.apache.spark:spark-core_2.11:jar:2.3.0:provided<br />   \- org.apache.hadoop:hadoop-client:jar:2.6.5:provided<br />      \- org.apache.hadoop:hadoop-common:jar:2.6.5:provided<br />         \- (commons-codec:commons-codec:jar:1.13:provided - omitted for duplicate)<br /></li><br /></ol></td></tr>
<tr class="a">
<td width="25%">1.2</td>
<td>
@@ -1152,7 +1152,7 @@
<td>
<ol style="list-style-type: decimal">
<li>org.apache.hivemall:hivemall-all:jar:0.6.0-incubating-SNAPSHOT<br />\- org.apache.hivemall:hivemall-core:jar:0.6.0-incubating-SNAPSHOT:compile<br />   \- com.clearspring.analytics:stream:jar:2.9.5:compile<br />      \- (org.slf4j:slf4j-api:jar:1.7.7:compile - omitted for conflict with 1.7.5)<br /></li><br />
-<li>org.apache.hivemall:hivemall-docs:maven-plugin:0.6.0-incubating-SNAPSHOT<br />\- org.apache.hivemall:hivemall-core:jar:0.6.0-incubating-SNAPSHOT:runtime<br />   \- com.clearspring.analytics:stream:jar:2.9.5:runtime<br />      \- (org.slf4j:slf4j-api:jar:1.7.7:runtime - omitted for conflict with 1.7.5)<br /></li><br />
+<li>org.apache.hivemall:hivemall-docs:maven-plugin:0.6.0-incubating-SNAPSHOT<br />\- org.apache.hivemall:hivemall-core:jar:0.6.0-incubating-SNAPSHOT:provided (scope not updated to runtime)<br />   \- com.clearspring.analytics:stream:jar:2.9.5:provided<br />      \- (org.slf4j:slf4j-api:jar:1.7.7:provided - omitted for conflict with 1.7.5)<br /></li><br />
<li>org.apache.hivemall:hivemall-spark2.2:jar:0.6.0-incubating-SNAPSHOT<br />\- org.apache.spark:spark-core_2.11:jar:2.2.0:provided<br />   +- io.dropwizard.metrics:metrics-core:jar:3.1.2:provided<br />   |  \- (org.slf4j:slf4j-api:jar:1.7.7:provided - omitted for conflict with 1.7.16)<br />   +- io.dropwizard.metrics:metrics-jvm:jar:3.1.2:provided<br />   |  \- (org.slf4j:slf4j-api:j [...]
<li>org.apache.hivemall:hivemall-spark2.3:jar:0.6.0-incubating-SNAPSHOT<br />\- org.apache.spark:spark-core_2.11:jar:2.3.0:provided<br />   +- io.dropwizard.metrics:metrics-core:jar:3.1.5:provided<br />   |  \- (org.slf4j:slf4j-api:jar:1.7.7:provided - omitted for conflict with 1.7.16)<br />   +- io.dropwizard.metrics:metrics-jvm:jar:3.1.5:provided<br />   |  \- (org.slf4j:slf4j-api:j [...]
<div class="section">
diff --git a/dependency-info.html b/dependency-info.html
index f338b24..b6d48a3 100644
--- a/dependency-info.html
+++ b/dependency-info.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/distribution-management.html b/distribution-management.html
index fc68650..3043f17 100644
--- a/distribution-management.html
+++ b/distribution-management.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/download.html b/download.html
index 2036310..d38de2a 100644
--- a/download.html
+++ b/download.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/faq.html b/faq.html
index 51de8c6..2208f27 100644
--- a/faq.html
+++ b/faq.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/index.html b/index.html
index 62f7a88..aacd405 100644
--- a/index.html
+++ b/index.html
@@ -84,7 +84,7 @@
<div id="breadcrumbs">
<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/issue-management.html b/issue-management.html
index 154cc81..881ede6 100644
--- a/issue-management.html
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@@ -84,7 +84,7 @@
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- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/licenses.html b/licenses.html
index bb85551..9c35bd1 100644
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@@ -84,7 +84,7 @@
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- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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</li>
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</ul>
diff --git a/mailing-lists.html b/mailing-lists.html
index c6cad3f..a6482be 100644
--- a/mailing-lists.html
+++ b/mailing-lists.html
@@ -84,7 +84,7 @@
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- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
</ul>
diff --git a/modules.html b/modules.html
index f9629ef..18c77ef 100644
--- a/modules.html
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@@ -84,7 +84,7 @@
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+ <li id="publishDate">Last Published: 2019-07-26<span class="divider">|</span>
</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
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diff --git a/overview.html b/overview.html
index 130ab7e..d705e49 100644
--- a/overview.html
+++ b/overview.html
@@ -84,7 +84,7 @@
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- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
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diff --git a/plugins.html b/plugins.html
index 343064e..163001f 100644
--- a/plugins.html
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@@ -84,7 +84,7 @@
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</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
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diff --git a/poweredby.html b/poweredby.html
index 51de8c6..2208f27 100644
--- a/poweredby.html
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@@ -84,7 +84,7 @@
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diff --git a/project-info.html b/project-info.html
index 4d92d80..64d75ee 100644
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@@ -84,7 +84,7 @@
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</li>
<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
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diff --git a/release-guide.html b/release-guide.html
index bb33f8a..cf35ae8 100644
--- a/release-guide.html
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@@ -84,7 +84,7 @@
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<ul class="breadcrumb">
- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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<li id="projectVersion">Version: 0.6.0-incubating-SNAPSHOT</li>
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diff --git a/release-setup.html b/release-setup.html
index 812c59c..fae31a0 100644
--- a/release-setup.html
+++ b/release-setup.html
@@ -84,7 +84,7 @@
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diff --git a/userguide/docker/getting_started.html b/userguide/docker/getting_started.html
index 09b8a26..05e2feb 100644
--- a/userguide/docker/getting_started.html
+++ b/userguide/docker/getting_started.html
@@ -2524,7 +2524,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Getting Started","level":"14.1","depth":1,"next":{"title":"Hivemall on Apache Pig","level":"15.1","depth":1,"url":"https://github.com/daijyc/hivemall/wiki/PigHome","ref":"https://github.com/daijyc/hivemall/wiki/PigHome","articles":[]},"previous":{"title":"Other Utility Functions","level":"13.4.2","depth":2,"path":"spark/misc/functions.md","ref":"spark/misc/functions.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edi [...]
+ gitbook.page.hasChanged({"page":{"title":"Getting Started","level":"14.1","depth":1,"next":{"title":"Hivemall on Apache Pig","level":"15.1","depth":1,"url":"https://github.com/daijyc/hivemall/wiki/PigHome","ref":"https://github.com/daijyc/hivemall/wiki/PigHome","articles":[]},"previous":{"title":"Other Utility Functions","level":"13.4.2","depth":2,"path":"spark/misc/functions.md","ref":"spark/misc/functions.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edi [...]
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diff --git a/userguide/eval/auc.html b/userguide/eval/auc.html
index b59a5ce..9bb9474 100644
--- a/userguide/eval/auc.html
+++ b/userguide/eval/auc.html
@@ -2532,7 +2532,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
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+ gitbook.page.hasChanged({"page":{"title":"Area under the ROC curve","level":"4.1.1","depth":2,"next":{"title":"Multi-label Classification Metrics","level":"4.2","depth":1,"path":"eval/multilabel_classification_measures.md","ref":"eval/multilabel_classification_measures.md","articles":[]},"previous":{"title":"Binary Classification Metrics","level":"4.1","depth":1,"path":"eval/binary_classification_measures.md","ref":"eval/binary_classification_measures.md","articles":[{"title" [...]
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diff --git a/userguide/eval/binary_classification_measures.html b/userguide/eval/binary_classification_measures.html
index 3188c1f..a2701d9 100644
--- a/userguide/eval/binary_classification_measures.html
+++ b/userguide/eval/binary_classification_measures.html
@@ -2631,7 +2631,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
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+ gitbook.page.hasChanged({"page":{"title":"Binary Classification Metrics","level":"4.1","depth":1,"next":{"title":"Area under the ROC curve","level":"4.1.1","depth":2,"path":"eval/auc.md","ref":"eval/auc.md","articles":[]},"previous":{"title":"Okapi BM25 Term Weighting","level":"3.7.2","depth":2,"path":"ft_engineering/bm25.md","ref":"ft_engineering/bm25.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts", [...]
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diff --git a/userguide/eval/datagen.html b/userguide/eval/datagen.html
index 5aef827..a0e1167 100644
--- a/userguide/eval/datagen.html
+++ b/userguide/eval/datagen.html
@@ -2432,7 +2432,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Data Generation","level":"4.5","depth":1,"next":{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]},"previous":{"title":"Ranking Measures","level":"4.4","depth":1,"path":"eval/rank.md","ref":"eval/rank.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","a [...]
+ gitbook.page.hasChanged({"page":{"title":"Data Generation","level":"4.5","depth":1,"next":{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]},"previous":{"title":"Ranking Measures","level":"4.4","depth":1,"path":"eval/rank.md","ref":"eval/rank.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","a [...]
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diff --git a/userguide/eval/lr_datagen.html b/userguide/eval/lr_datagen.html
index 59260e8..a0b32d8 100644
--- a/userguide/eval/lr_datagen.html
+++ b/userguide/eval/lr_datagen.html
@@ -2520,7 +2520,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"next":{"title":"How Prediction Works","level":"5.1","depth":1,"path":"supervised_learning/prediction.md","ref":"supervised_learning/prediction.md","articles":[]},"previous":{"title":"Data Generation","level":"4.5","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_ [...]
+ gitbook.page.hasChanged({"page":{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"next":{"title":"How Prediction Works","level":"5.1","depth":1,"path":"supervised_learning/prediction.md","ref":"supervised_learning/prediction.md","articles":[]},"previous":{"title":"Data Generation","level":"4.5","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_ [...]
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diff --git a/userguide/eval/multilabel_classification_measures.html b/userguide/eval/multilabel_classification_measures.html
index db70811..398fc40 100644
--- a/userguide/eval/multilabel_classification_measures.html
+++ b/userguide/eval/multilabel_classification_measures.html
@@ -2571,7 +2571,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
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+ gitbook.page.hasChanged({"page":{"title":"Multi-label Classification Metrics","level":"4.2","depth":1,"next":{"title":"Regression Metrics","level":"4.3","depth":1,"path":"eval/regression.md","ref":"eval/regression.md","articles":[]},"previous":{"title":"Area under the ROC curve","level":"4.1.1","depth":2,"path":"eval/auc.md","ref":"eval/auc.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chap [...]
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diff --git a/userguide/eval/rank.html b/userguide/eval/rank.html
index 29f64a3..d2dda97 100644
--- a/userguide/eval/rank.html
+++ b/userguide/eval/rank.html
@@ -2867,7 +2867,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Ranking Measures","level":"4.4","depth":1,"next":{"title":"Data Generation","level":"4.5","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]}]},"previous":{"title":"Regression Metrics","level":"4.3","depth":1,"path":"eval/regression.md","ref":"eval/regression.md","articles":[ [...]
+ gitbook.page.hasChanged({"page":{"title":"Ranking Measures","level":"4.4","depth":1,"next":{"title":"Data Generation","level":"4.5","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.5.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]}]},"previous":{"title":"Regression Metrics","level":"4.3","depth":1,"path":"eval/regression.md","ref":"eval/regression.md","articles":[ [...]
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diff --git a/userguide/eval/regression.html b/userguide/eval/regression.html
index 248ea2e..4b61fd4 100644
--- a/userguide/eval/regression.html
+++ b/userguide/eval/regression.html
@@ -2407,7 +2407,7 @@
<span class="hljs-comment">-- sum(abs(predicted - actual))/count(1) as MAE,</span>
<span class="hljs-comment">-- coefficient of determination (R^2)</span>
<span class="hljs-comment">-- 1 - sum(pow(actual - predicted,2.0)) / sum(pow(actual - ${mean_actual},2.0)) as R2</span>
- r2(actual, predicted) <span class="hljs-keyword">as</span> R2 <span class="hljs-comment">-- supported since Hivemall v0.4.1-alpha.5</span>
+ r2(predicted, actual) <span class="hljs-keyword">as</span> R2
<span class="hljs-keyword">from</span>
e2006tfidf_pa2a_submit;
</code></pre>
@@ -2494,7 +2494,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Regression Metrics","level":"4.3","depth":1,"next":{"title":"Ranking Measures","level":"4.4","depth":1,"path":"eval/rank.md","ref":"eval/rank.md","articles":[]},"previous":{"title":"Multi-label Classification Metrics","level":"4.2","depth":1,"path":"eval/multilabel_classification_measures.md","ref":"eval/multilabel_classification_measures.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter", [...]
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diff --git a/userguide/ft_engineering/binarize.html b/userguide/ft_engineering/binarize.html
index 5bfc28b..52a87ce 100644
--- a/userguide/ft_engineering/binarize.html
+++ b/userguide/ft_engineering/binarize.html
@@ -2538,7 +2538,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Binarize label","level":"3.6.3","depth":2,"next":{"title":"Term Vector Model","level":"3.7","depth":1,"path":"ft_engineering/term_vector.md","ref":"ft_engineering/term_vector.md","articles":[{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"path":"ft_engineering/tfidf.md","ref":"ft_engineering/tfidf.md","articles":[]},{"title":"Okapi BM25 Term Weighting","level":"3.7.2","depth":2,"path":"ft_engineering/bm25.md","ref":"ft_eng [...]
+ gitbook.page.hasChanged({"page":{"title":"Binarize label","level":"3.6.3","depth":2,"next":{"title":"Term Vector Model","level":"3.7","depth":1,"path":"ft_engineering/term_vector.md","ref":"ft_engineering/term_vector.md","articles":[{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"path":"ft_engineering/tfidf.md","ref":"ft_engineering/tfidf.md","articles":[]},{"title":"Okapi BM25 Term Weighting","level":"3.7.2","depth":2,"path":"ft_engineering/bm25.md","ref":"ft_eng [...]
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diff --git a/userguide/ft_engineering/binning.html b/userguide/ft_engineering/binning.html
index 5d75620..e43883e 100644
--- a/userguide/ft_engineering/binning.html
+++ b/userguide/ft_engineering/binning.html
@@ -2377,65 +2377,173 @@
specific language governing permissions and limitations
under the License.
-->
-<p>Feature binning is a method of dividing quantitative variables into categorical values.
-It groups quantitative values into a pre-defined number of bins.</p>
-<p><em>Note: This feature is supported from Hivemall v0.5-rc.1 or later.</em></p>
+<p>Feature binning is a method of dividing quantitative variables into categorical values. It groups quantitative values into a pre-defined number of bins.</p>
+<p>If the number of bins is set to 3, the bin ranges become something like <code>[-Inf, 1], (1, 10], (10, Inf]</code>.</p>
<!-- toc --><div id="toc" class="toc">
<ul>
+<li><a href="#data-preparation">Data Preparation</a></li>
<li><a href="#usage">Usage</a><ul>
-<li><a href="#a-feature-vector-trasformation-by-applying-feature-binning">A. Feature Vector trasformation by applying Feature Binning</a></li>
-<li><a href="#b-get-a-mapping-table-by-feature-binning">B. Get a mapping table by Feature Binning</a></li>
-</ul>
-</li>
-<li><a href="#function-signature">Function Signature</a><ul>
-<li><a href="#udaf-buildbinsweight-numofbins-autoshrink">[UDAF] <code>build_bins(weight, num_of_bins[, auto_shrink])</code></a><ul>
-<li><a href="#input">Input</a></li>
-<li><a href="#output">Output</a></li>
-</ul>
-</li>
-<li><a href="#udf-featurebinningfeatures-quantilesmapweight-quantiles">[UDF] <code>feature_binning(features, quantiles_map)/(weight, quantiles)</code></a><ul>
-<li><a href="#variation-a">Variation: A</a></li>
-<li><a href="#variation-b">Variation: B</a></li>
+<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="#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>
+<li><a href="#function-signatures">Function Signatures</a><ul>
+<li><a href="#udaf-buildbinsweight-numofbins--autoshrinkfalse">UDAF <code>build_bins(weight num_of_bins [, auto_shrink=false])</code></a></li>
+<li><a href="#udf-featurebinningfeatures-quantilesmap">UDF <code>feature_binning(features, quantiles_map)</code></a></li>
+<li><a href="#udf-featurebinningweight-quantiles">UDF <code>feature_binning(weight, quantiles)</code></a></li>
</ul>
</li>
</ul>
</div><!-- tocstop -->
-<h1 id="usage">Usage</h1>
+<h1 id="data-preparation">Data Preparation</h1>
<p>Prepare sample data (<em>users</em> table) first as follows:</p>
<pre><code class="lang-sql"><span class="hljs-keyword">CREATE</span> <span class="hljs-keyword">TABLE</span> <span class="hljs-keyword">users</span> (
- <span class="hljs-keyword">name</span> <span class="hljs-keyword">string</span>, age <span class="hljs-built_in">int</span>, gender <span class="hljs-keyword">string</span>
+ <span class="hljs-keyword">rowid</span> <span class="hljs-built_in">int</span>, <span class="hljs-keyword">name</span> <span class="hljs-keyword">string</span>, age <span class="hljs-built_in">int</span>, gender <span class="hljs-keyword">string</span>
);
-
<span class="hljs-keyword">INSERT</span> <span class="hljs-keyword">INTO</span> <span class="hljs-keyword">users</span> <span class="hljs-keyword">VALUES</span>
- (<span class="hljs-string">'Jacob'</span>, <span class="hljs-number">20</span>, <span class="hljs-string">'Male'</span>),
- (<span class="hljs-string">'Mason'</span>, <span class="hljs-number">22</span>, <span class="hljs-string">'Male'</span>),
- (<span class="hljs-string">'Sophia'</span>, <span class="hljs-number">35</span>, <span class="hljs-string">'Female'</span>),
- (<span class="hljs-string">'Ethan'</span>, <span class="hljs-number">55</span>, <span class="hljs-string">'Male'</span>),
- (<span class="hljs-string">'Emma'</span>, <span class="hljs-number">15</span>, <span class="hljs-string">'Female'</span>),
- (<span class="hljs-string">'Noah'</span>, <span class="hljs-number">46</span>, <span class="hljs-string">'Male'</span>),
- (<span class="hljs-string">'Isabella'</span>, <span class="hljs-number">20</span>, <span class="hljs-string">'Female'</span>);
+ (<span class="hljs-number">1</span>, <span class="hljs-string">'Jacob'</span>, <span class="hljs-number">20</span>, <span class="hljs-string">'Male'</span>),
+ (<span class="hljs-number">2</span>, <span class="hljs-string">'Mason'</span>, <span class="hljs-number">22</span>, <span class="hljs-string">'Male'</span>),
+ (<span class="hljs-number">3</span>, <span class="hljs-string">'Sophia'</span>, <span class="hljs-number">35</span>, <span class="hljs-string">'Female'</span>),
+ (<span class="hljs-number">4</span>, <span class="hljs-string">'Ethan'</span>, <span class="hljs-number">55</span>, <span class="hljs-string">'Male'</span>),
+ (<span class="hljs-number">5</span>, <span class="hljs-string">'Emma'</span>, <span class="hljs-number">15</span>, <span class="hljs-string">'Female'</span>),
+ (<span class="hljs-number">6</span>, <span class="hljs-string">'Noah'</span>, <span class="hljs-number">46</span>, <span class="hljs-string">'Male'</span>),
+ (<span class="hljs-number">7</span>, <span class="hljs-string">'Isabella'</span>, <span class="hljs-number">20</span>, <span class="hljs-string">'Female'</span>)
+;
+
+<span class="hljs-keyword">CREATE</span> <span class="hljs-keyword">TABLE</span> <span class="hljs-keyword">input</span> <span class="hljs-keyword">as</span>
+<span class="hljs-keyword">SELECT</span>
+ <span class="hljs-keyword">rowid</span>,
+ array_concat(
+ categorical_features(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'name'</span>, <span class="hljs-string">'gender'</span>),
+ <span class="hljs-keyword">name</span>, gender
+ ),
+ quantitative_features(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'age'</span>),
+ age
+ )
+ ) <span class="hljs-keyword">AS</span> features
+<span class="hljs-keyword">FROM</span>
+ <span class="hljs-keyword">users</span>;
+
+<span class="hljs-keyword">select</span> * <span class="hljs-keyword">from</span> <span class="hljs-keyword">input</span> <span class="hljs-keyword">limit</span> <span class="hljs-number">2</span>;
+</code></pre>
+<table>
+<thead>
+<tr>
+<th style="text-align:left">input.rowid</th>
+<th style="text-align:left">input.features</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align:left">1</td>
+<td style="text-align:left">["name#Jacob","gender#Male","age:20.0"]</td>
+</tr>
+<tr>
+<td style="text-align:left">2</td>
+<td style="text-align:left">["name#Mason","gender#Male","age:22.0"]</td>
+</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>
+ features <span class="hljs-keyword">as</span> original,
+ feature_binning(
+ features,
+ <span class="hljs-comment">-- [-INF-10.0], (10.0-20.0], (20.0-30.0], (30.0-40.0], (40.0-INF]</span>
+ <span class="hljs-keyword">map</span>(<span class="hljs-string">'age'</span>, <span class="hljs-built_in">array</span>(-infinity(), <span class="hljs-number">10.0</span>, <span class="hljs-number">20.0</span>, <span class="hljs-number">30.0</span>, <span class="hljs-number">40.0</span>, infinity()))
+ ) <span class="hljs-keyword">as</span> binned
+<span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">input</span>;
+</code></pre>
+<table>
+<thead>
+<tr>
+<th style="text-align:left">original</th>
+<th style="text-align:left">binned</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align:left">["name#Jacob","gender#Male","age:20.0"]</td>
+<td style="text-align:left">["name#Jacob","gender#Male","age:1"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Mason","gender#Male","age:22.0"]</td>
+<td style="text-align:left">["name#Mason","gender#Male","age:2"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Sophia","gender#Female","age:35.0"]</td>
+<td style="text-align:left">["name#Sophia","gender#Female","age:3"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Ethan","gender#Male","age:55.0"]</td>
+<td style="text-align:left">["name#Ethan","gender#Male","age:4"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Emma","gender#Female","age:15.0"]</td>
+<td style="text-align:left">["name#Emma","gender#Female","age:1"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Noah","gender#Male","age:46.0"]</td>
+<td style="text-align:left">["name#Noah","gender#Male","age:4"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Isabella","gender#Female","age:20.0"]</td>
+<td style="text-align:left">["name#Isabella","gender#Female","age:1"]</td>
+</tr>
+</tbody>
+</table>
+<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>
+ <span class="hljs-keyword">map</span>(<span class="hljs-string">'age'</span>, build_bins(age, <span class="hljs-number">3</span>)) <span class="hljs-keyword">AS</span> quantiles_map
+<span class="hljs-keyword">FROM</span>
+ <span class="hljs-keyword">users</span>
</code></pre>
-<h2 id="a-feature-vector-trasformation-by-applying-feature-binning">A. Feature Vector trasformation by applying Feature Binning</h2>
-<pre><code class="lang-sql">WITH t AS (
+<blockquote>
+<p>{"age":[-Infinity,18.333333333333332,30.666666666666657,Infinity]}</p>
+</blockquote>
+<p>In the above query result, you can find 4 values for age in <code>quantiles_map</code>. It's a threshold for 3 bins.</p>
+<pre><code class="lang-sql">WITH bins as (
<span class="hljs-keyword">SELECT</span>
- array_concat(
- categorical_features(
- <span class="hljs-built_in">array</span>(<span class="hljs-string">'name'</span>, <span class="hljs-string">'gender'</span>),
- <span class="hljs-keyword">name</span>, gender
- ),
- quantitative_features(
- <span class="hljs-built_in">array</span>(<span class="hljs-string">'age'</span>),
- age
- )
- ) <span class="hljs-keyword">AS</span> features
+ <span class="hljs-keyword">map</span>(<span class="hljs-string">'age'</span>, build_bins(age, <span class="hljs-number">3</span>)) <span class="hljs-keyword">AS</span> quantiles_map
<span class="hljs-keyword">FROM</span>
<span class="hljs-keyword">users</span>
-),
-bins <span class="hljs-keyword">AS</span> (
+)
+<span class="hljs-keyword">select</span>
+ feature_binning(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'age:-Infinity'</span>, <span class="hljs-string">'age:-1'</span>, <span class="hljs-string">'age:0'</span>, <span class="hljs-string">'age:1'</span>, <span class="hljs-string">'age:18.333333333333331'</span>, <span class="hljs-string">'age:18.333333333333332'</span>), quantiles_map
+ ),
+ feature_binning(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'age:18.3333333333333333'</span>, <span class="hljs-string">'age:18.33333333333334'</span>, <span class="hljs-string">'age:19'</span>, <span class="hljs-string">'age:30'</span>, <span class="hljs-string">'age:30.666666666666656'</span>, <span class="hljs-string">'age:30.666666666666657'</span>), quantiles_map
+ ),
+ feature_binning(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'age:666666666666658'</span>, <span class="hljs-string">'age:30.66666666666666'</span>, <span class="hljs-string">'age:31'</span>, <span class="hljs-string">'age:99'</span>, <span class="hljs-string">'age:Infinity'</span>), quantiles_map
+ ),
+ feature_binning(
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'age:NaN'</span>), quantiles_map
+ ),
+ feature_binning( <span class="hljs-comment">-- not in map</span>
+ <span class="hljs-built_in">array</span>(<span class="hljs-string">'weight:60.3'</span>), quantiles_map
+ )
+<span class="hljs-keyword">from</span>
+ bins
+</code></pre>
+<blockquote>
+<p>["age:0","age:0","age:0","age:0","age:0","age:0"] ["age:0","age:1","age:1","age:1","age:1","age:1"] ["age:2","a
+ge:2","age:2","age:2","age:2"] ["age:3"] ["weight:60.3"]</p>
+</blockquote>
+<p>The following query shows more practical usage:</p>
+<pre><code class="lang-sql">WITH bins AS (
<span class="hljs-keyword">SELECT</span>
<span class="hljs-keyword">map</span>(<span class="hljs-string">'age'</span>, build_bins(age, <span class="hljs-number">3</span>)) <span class="hljs-keyword">AS</span> quantiles_map
<span class="hljs-keyword">FROM</span>
@@ -2444,40 +2552,91 @@ bins <span class="hljs-keyword">AS</span> (
<span class="hljs-keyword">SELECT</span>
feature_binning(features, quantiles_map) <span class="hljs-keyword">AS</span> features
<span class="hljs-keyword">FROM</span>
- t <span class="hljs-keyword">CROSS</span> <span class="hljs-keyword">JOIN</span> bins;
+ <span class="hljs-keyword">input</span>
+ <span class="hljs-keyword">CROSS</span> <span class="hljs-keyword">JOIN</span> bins;
</code></pre>
-<p><em>Result</em></p>
<table>
<thead>
<tr>
-<th style="text-align:center">features: <code>array<features::string></code></th>
+<th style="text-align:left">features: <code>array<features::string></code></th>
</tr>
</thead>
<tbody>
<tr>
-<td style="text-align:center">["name#Jacob","gender#Male","age:1"]</td>
+<td style="text-align:left">["name#Jacob","gender#Male","age:1"]</td>
</tr>
<tr>
-<td style="text-align:center">["name#Mason","gender#Male","age:1"]</td>
+<td style="text-align:left">["name#Mason","gender#Male","age:1"]</td>
</tr>
<tr>
-<td style="text-align:center">["name#Sophia","gender#Female","age:2"]</td>
+<td style="text-align:left">["name#Sophia","gender#Female","age:2"]</td>
</tr>
<tr>
-<td style="text-align:center">["name#Ethan","gender#Male","age:2"]</td>
+<td style="text-align:left">["name#Ethan","gender#Male","age:2"]</td>
</tr>
<tr>
-<td style="text-align:center">["name#Emma","gender#Female","age:0"]</td>
+<td style="text-align:left">...</td>
</tr>
+</tbody>
+</table>
+<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>
+ extract_feature(feature) <span class="hljs-keyword">as</span> <span class="hljs-keyword">index</span>,
+ extract_weight(feature) <span class="hljs-keyword">as</span> <span class="hljs-keyword">value</span>
+ <span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">input</span> l
+ LATERAL <span class="hljs-keyword">VIEW</span> explode(features) r <span class="hljs-keyword">as</span> feature
+ <span class="hljs-keyword">where</span>
+ <span class="hljs-keyword">instr</span>(feature, <span class="hljs-string">':'</span>) > <span class="hljs-number">0</span> <span class="hljs-comment">-- filter out categorical features</span>
+),
+<span class="hljs-keyword">mapping</span> <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ <span class="hljs-keyword">index</span>,
+ build_bins(<span class="hljs-keyword">value</span>, <span class="hljs-number">5</span>, <span class="hljs-literal">true</span>) <span class="hljs-keyword">as</span> quantiles <span class="hljs-comment">-- 5 bins with auto bin shrinking</span>
+ <span class="hljs-keyword">from</span>
+ extracted
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ <span class="hljs-keyword">index</span>
+),
+bins <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ to_map(<span class="hljs-keyword">index</span>, quantiles) <span class="hljs-keyword">as</span> quantiles
+ <span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">mapping</span>
+)
+<span class="hljs-keyword">select</span>
+ l.features <span class="hljs-keyword">as</span> original,
+ feature_binning(l.features, r.quantiles) <span class="hljs-keyword">as</span> features
+<span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">input</span> l
+ <span class="hljs-keyword">cross</span> <span class="hljs-keyword">join</span> bins r
+<span class="hljs-comment">-- limit 10;</span>
+</code></pre>
+<table>
+<thead>
<tr>
-<td style="text-align:center">["name#Noah","gender#Male","age:2"]</td>
+<th style="text-align:left">original</th>
+<th style="text-align:left">features</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align:left">["name#Jacob","gender#Male","age:20.0"]</td>
+<td style="text-align:left">["name#Jacob","gender#Male","age:2"]</td>
+</tr>
+<tr>
+<td style="text-align:left">["name#Isabella","gender#Female","age:20.0"]</td>
+<td style="text-align:left">["name#Isabella","gender#Female","age:2"]</td>
</tr>
<tr>
-<td style="text-align:center">["name#Isabella","gender#Female","age:1"]</td>
+<td style="text-align:left">...</td>
+<td style="text-align:left">...</td>
</tr>
</tbody>
</table>
-<h2 id="b-get-a-mapping-table-by-feature-binning">B. Get a mapping table by Feature Binning</h2>
+<h2 id="create-a-mapping-table-by-feature-binning">Create a mapping table by Feature Binning</h2>
<pre><code class="lang-sql">WITH bins AS (
<span class="hljs-keyword">SELECT</span> build_bins(age, <span class="hljs-number">3</span>) <span class="hljs-keyword">AS</span> quantiles
<span class="hljs-keyword">FROM</span> <span class="hljs-keyword">users</span>
@@ -2487,7 +2646,6 @@ bins <span class="hljs-keyword">AS</span> (
<span class="hljs-keyword">FROM</span>
<span class="hljs-keyword">users</span> <span class="hljs-keyword">CROSS</span> <span class="hljs-keyword">JOIN</span> bins;
</code></pre>
-<p><em>Result</em></p>
<table>
<thead>
<tr>
@@ -2526,9 +2684,9 @@ bins <span class="hljs-keyword">AS</span> (
</tr>
</tbody>
</table>
-<h1 id="function-signature">Function Signature</h1>
-<h2 id="udaf-buildbinsweight-numofbins-autoshrink">[UDAF] <code>build_bins(weight, num_of_bins[, auto_shrink])</code></h2>
-<h3 id="input">Input</h3>
+<h1 id="function-signatures">Function Signatures</h1>
+<h3 id="udaf-buildbinsweight-numofbins--autoshrinkfalse">UDAF <code>build_bins(weight num_of_bins [, auto_shrink=false])</code></h3>
+<h4 id="input">Input</h4>
<table>
<thead>
<tr>
@@ -2540,12 +2698,12 @@ bins <span class="hljs-keyword">AS</span> (
<tbody>
<tr>
<td style="text-align:center">weight</td>
-<td style="text-align:center">2 <=</td>
+<td style="text-align:center">greather than or equals to 2</td>
<td style="text-align:center">behavior when separations are repeated: T=>skip, F=>exception</td>
</tr>
</tbody>
</table>
-<h3 id="output">Output</h3>
+<h4 id="output">Output</h4>
<table>
<thead>
<tr>
@@ -2554,14 +2712,13 @@ bins <span class="hljs-keyword">AS</span> (
</thead>
<tbody>
<tr>
-<td style="text-align:center">array of separation value</td>
+<td style="text-align:center">thresholds of bins based on quantiles</td>
</tr>
</tbody>
</table>
<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>There is the possibility quantiles are repeated because of too many <code>num_of_bins</code> or too few data.
-If <code>auto_shrink</code> is true, skip duplicated quantiles. If not, throw an exception.</p></div></div>
-<h2 id="udf-featurebinningfeatures-quantilesmapweight-quantiles">[UDF] <code>feature_binning(features, quantiles_map)/(weight, quantiles)</code></h2>
-<h3 id="variation-a">Variation: A</h3>
+If <code>auto_shrink</code> is set to true, skip duplicated quantiles. If not, throw an exception.</p></div></div>
+<h3 id="udf-featurebinningfeatures-quantilesmap">UDF <code>feature_binning(features, quantiles_map)</code></h3>
<h4 id="input">Input</h4>
<table>
<thead>
@@ -2572,8 +2729,8 @@ If <code>auto_shrink</code> is true, skip duplicated quantiles. If not, throw an
</thead>
<tbody>
<tr>
-<td style="text-align:center">serialized feature</td>
-<td style="text-align:center">entry:: key: col name, val: quantiles</td>
+<td style="text-align:center">feature vector</td>
+<td style="text-align:center">a map where key=column name and value=quantiles</td>
</tr>
</tbody>
</table>
@@ -2586,11 +2743,11 @@ If <code>auto_shrink</code> is true, skip duplicated quantiles. If not, throw an
</thead>
<tbody>
<tr>
-<td style="text-align:center">serialized and binned features</td>
+<td style="text-align:center">binned features</td>
</tr>
</tbody>
</table>
-<h3 id="variation-b">Variation: B</h3>
+<h3 id="udf-featurebinningweight-quantiles">UDF <code>feature_binning(weight, quantiles)</code></h3>
<h4 id="input">Input</h4>
<table>
<thead>
@@ -2674,7 +2831,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ 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 [...]
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diff --git a/userguide/ft_engineering/bm25.html b/userguide/ft_engineering/bm25.html
index 72aaec4..9cef445 100644
--- a/userguide/ft_engineering/bm25.html
+++ b/userguide/ft_engineering/bm25.html
@@ -2628,7 +2628,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Okapi BM25 Term Weighting","level":"3.7.2","depth":2,"next":{"title":"Binary Classification Metrics","level":"4.1","depth":1,"path":"eval/binary_classification_measures.md","ref":"eval/binary_classification_measures.md","articles":[{"title":"Area under the ROC curve","level":"4.1.1","depth":2,"path":"eval/auc.md","ref":"eval/auc.md","articles":[]}]},"previous":{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"path":"ft_engin [...]
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diff --git a/userguide/ft_engineering/ft_trans.html b/userguide/ft_engineering/ft_trans.html
index ad93635..129d45a 100644
--- a/userguide/ft_engineering/ft_trans.html
+++ b/userguide/ft_engineering/ft_trans.html
@@ -2432,7 +2432,7 @@ 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 Transformation","level":"3.6","depth":1,"next":{"title":"Feature vectorization","level":"3.6.1","depth":2,"path":"ft_engineering/vectorization.md","ref":"ft_engineering/vectorization.md","articles":[]},"previous":{"title":"Polynomial features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","sp [...]
+ gitbook.page.hasChanged({"page":{"title":"Feature Transformation","level":"3.6","depth":1,"next":{"title":"Feature vectorization","level":"3.6.1","depth":2,"path":"ft_engineering/vectorization.md","ref":"ft_engineering/vectorization.md","articles":[]},"previous":{"title":"Polynomial features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","sp [...]
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diff --git a/userguide/ft_engineering/hashing.html b/userguide/ft_engineering/hashing.html
index 6d3a8ae..e13cad0 100644
--- a/userguide/ft_engineering/hashing.html
+++ b/userguide/ft_engineering/hashing.html
@@ -2543,7 +2543,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Feature Hashing","level":"3.2","depth":1,"next":{"title":"Feature Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft_engineering/selection.md","articles":[]},"previous":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callout [...]
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diff --git a/userguide/ft_engineering/pairing.html b/userguide/ft_engineering/pairing.html
index 033031a..01da3ca 100644
--- a/userguide/ft_engineering/pairing.html
+++ b/userguide/ft_engineering/pairing.html
@@ -2432,7 +2432,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Feature Paring","level":"3.5","depth":1,"next":{"title":"Polynomial features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]},"previous":{"title":"Feature Binning","level":"3.4","depth":1,"path":"ft_engineering/binning.md","ref":"ft_engineering/binning.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","ca [...]
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diff --git a/userguide/ft_engineering/polynomial.html b/userguide/ft_engineering/polynomial.html
index a9e311f..f2a7c62 100644
--- a/userguide/ft_engineering/polynomial.html
+++ b/userguide/ft_engineering/polynomial.html
@@ -2480,7 +2480,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Polynomial features","level":"3.5.1","depth":2,"next":{"title":"Feature Transformation","level":"3.6","depth":1,"path":"ft_engineering/ft_trans.md","ref":"ft_engineering/ft_trans.md","articles":[{"title":"Feature vectorization","level":"3.6.1","depth":2,"path":"ft_engineering/vectorization.md","ref":"ft_engineering/vectorization.md","articles":[]},{"title":"Quantify non-number features","level":"3.6.2","depth":2,"path":"ft_engineering [...]
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diff --git a/userguide/ft_engineering/quantify.html b/userguide/ft_engineering/quantify.html
index 378cb1c..3c1bbf6 100644
--- a/userguide/ft_engineering/quantify.html
+++ b/userguide/ft_engineering/quantify.html
@@ -2580,7 +2580,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Quantify non-number features","level":"3.6.2","depth":2,"next":{"title":"Binarize label","level":"3.6.3","depth":2,"path":"ft_engineering/binarize.md","ref":"ft_engineering/binarize.md","articles":[]},"previous":{"title":"Feature vectorization","level":"3.6.1","depth":2,"path":"ft_engineering/vectorization.md","ref":"ft_engineering/vectorization.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","spl [...]
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diff --git a/userguide/ft_engineering/scaling.html b/userguide/ft_engineering/scaling.html
index 9b30f6e..607769a 100644
--- a/userguide/ft_engineering/scaling.html
+++ b/userguide/ft_engineering/scaling.html
@@ -2541,7 +2541,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Feature Scaling","level":"3.1","depth":1,"next":{"title":"Feature Hashing","level":"3.2","depth":1,"path":"ft_engineering/hashing.md","ref":"ft_engineering/hashing.md","articles":[]},"previous":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"path":"misc/approx.md","ref":"misc/approx.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-c [...]
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diff --git a/userguide/ft_engineering/selection.html b/userguide/ft_engineering/selection.html
index 86b92c4..8eb8eab 100644
--- a/userguide/ft_engineering/selection.html
+++ b/userguide/ft_engineering/selection.html
@@ -2639,7 +2639,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Feature Selection","level":"3.3","depth":1,"next":{"title":"Feature Binning","level":"3.4","depth":1,"path":"ft_engineering/binning.md","ref":"ft_engineering/binning.md","articles":[]},"previous":{"title":"Feature Hashing","level":"3.2","depth":1,"path":"ft_engineering/hashing.md","ref":"ft_engineering/hashing.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts"," [...]
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diff --git a/userguide/ft_engineering/term_vector.html b/userguide/ft_engineering/term_vector.html
index 8595cf7..936a8e6 100644
--- a/userguide/ft_engineering/term_vector.html
+++ b/userguide/ft_engineering/term_vector.html
@@ -2434,7 +2434,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Term Vector Model","level":"3.7","depth":1,"next":{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"path":"ft_engineering/tfidf.md","ref":"ft_engineering/tfidf.md","articles":[]},"previous":{"title":"Binarize label","level":"3.6.3","depth":2,"path":"ft_engineering/binarize.md","ref":"ft_engineering/binarize.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","call [...]
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diff --git a/userguide/ft_engineering/tfidf.html b/userguide/ft_engineering/tfidf.html
index 3c9334b..0d25dda 100644
--- a/userguide/ft_engineering/tfidf.html
+++ b/userguide/ft_engineering/tfidf.html
@@ -2573,7 +2573,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"next":{"title":"Okapi BM25 Term Weighting","level":"3.7.2","depth":2,"path":"ft_engineering/bm25.md","ref":"ft_engineering/bm25.md","articles":[]},"previous":{"title":"Term Vector Model","level":"3.7","depth":1,"path":"ft_engineering/term_vector.md","ref":"ft_engineering/term_vector.md","articles":[{"title":"TF-IDF Term Weighting","level":"3.7.1","depth":2,"path":"ft_engineering/tfidf. [...]
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diff --git a/userguide/ft_engineering/vectorization.html b/userguide/ft_engineering/vectorization.html
index 0f8f759..b199c33 100644
--- a/userguide/ft_engineering/vectorization.html
+++ b/userguide/ft_engineering/vectorization.html
@@ -2470,7 +2470,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Feature vectorization","level":"3.6.1","depth":2,"next":{"title":"Quantify non-number features","level":"3.6.2","depth":2,"path":"ft_engineering/quantify.md","ref":"ft_engineering/quantify.md","articles":[]},"previous":{"title":"Feature Transformation","level":"3.6","depth":1,"path":"ft_engineering/ft_trans.md","ref":"ft_engineering/ft_trans.md","articles":[{"title":"Feature vectorization","level":"3.6.1","depth":2,"path":"ft_engineer [...]
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diff --git a/userguide/geospatial/latlon.html b/userguide/geospatial/latlon.html
index 2c6a2b1..a97283a 100644
--- a/userguide/geospatial/latlon.html
+++ b/userguide/geospatial/latlon.html
@@ -2609,7 +2609,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Lat/Lon functions","level":"12.1","depth":1,"next":{"title":"Getting Started","level":"13.1","depth":1,"path":"spark/getting_started/README.md","ref":"spark/getting_started/README.md","articles":[{"title":"Installation","level":"13.1.1","depth":2,"path":"spark/getting_started/installation.md","ref":"spark/getting_started/installation.md","articles":[]}]},"previous":{"title":"Probabilistic Latent Semantic Analysis","level":"11.2","dept [...]
+ gitbook.page.hasChanged({"page":{"title":"Lat/Lon functions","level":"12.1","depth":1,"next":{"title":"Getting Started","level":"13.1","depth":1,"path":"spark/getting_started/README.md","ref":"spark/getting_started/README.md","articles":[{"title":"Installation","level":"13.1.1","depth":2,"path":"spark/getting_started/installation.md","ref":"spark/getting_started/installation.md","articles":[]}]},"previous":{"title":"Probabilistic Latent Semantic Analysis","level":"11.2","dept [...]
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diff --git a/userguide/getting_started/index.html b/userguide/getting_started/index.html
index c84aa6a..e64c675 100644
--- a/userguide/getting_started/index.html
+++ b/userguide/getting_started/index.html
@@ -2433,7 +2433,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Getting Started","level":"1.2","depth":1,"next":{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},"previous":{"title":"Introduction","level":"1.1","depth":1,"path":"README.md","ref":"README.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs [...]
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diff --git a/userguide/getting_started/input-format.html b/userguide/getting_started/input-format.html
index ba5d0c1..934c414 100644
--- a/userguide/getting_started/input-format.html
+++ b/userguide/getting_started/input-format.html
@@ -2621,7 +2621,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Input Format","level":"1.2.3","depth":2,"next":{"title":"List of Functions","level":"1.3","depth":1,"path":"misc/funcs.md","ref":"misc/funcs.md","articles":[]},"previous":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap"," [...]
+ gitbook.page.hasChanged({"page":{"title":"Input Format","level":"1.2.3","depth":2,"next":{"title":"List of Functions","level":"1.3","depth":1,"path":"misc/funcs.md","ref":"misc/funcs.md","articles":[]},"previous":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap"," [...]
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diff --git a/userguide/getting_started/installation.html b/userguide/getting_started/installation.html
index 54655cd..f3df4f1 100644
--- a/userguide/getting_started/installation.html
+++ b/userguide/getting_started/installation.html
@@ -2462,7 +2462,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Installation","level":"1.2.1","depth":2,"next":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},"previous":{"title":"Getting Started","level":"1.2","depth":1,"path":"getting_started/README.md","ref":"getting_started/README.md","articles":[{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_star [...]
+ gitbook.page.hasChanged({"page":{"title":"Installation","level":"1.2.1","depth":2,"next":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},"previous":{"title":"Getting Started","level":"1.2","depth":1,"path":"getting_started/README.md","ref":"getting_started/README.md","articles":[{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_star [...]
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diff --git a/userguide/getting_started/permanent-functions.html b/userguide/getting_started/permanent-functions.html
index f48333a..a67bd88 100644
--- a/userguide/getting_started/permanent-functions.html
+++ b/userguide/getting_started/permanent-functions.html
@@ -2465,7 +2465,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"next":{"title":"Input Format","level":"1.2.3","depth":2,"path":"getting_started/input-format.md","ref":"getting_started/input-format.md","articles":[]},"previous":{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","sp [...]
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diff --git a/userguide/index.html b/userguide/index.html
index 044c7ad..2a125e8 100644
--- a/userguide/index.html
+++ b/userguide/index.html
@@ -2443,7 +2443,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Introduction","level":"1.1","depth":1,"next":{"title":"Getting Started","level":"1.2","depth":1,"path":"getting_started/README.md","ref":"getting_started/README.md","articles":[{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md" [...]
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</div>
diff --git a/userguide/misc/approx.html b/userguide/misc/approx.html
index 0839b45..857c391 100644
--- a/userguide/misc/approx.html
+++ b/userguide/misc/approx.html
@@ -2521,7 +2521,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"next":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"previous":{"title":"Text Tokenizer","level":"2.3","depth":1,"path":"misc/tokenizer.md","ref":"misc/tokenizer.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","tog [...]
+ gitbook.page.hasChanged({"page":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"next":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"previous":{"title":"Text Tokenizer","level":"2.3","depth":1,"path":"misc/tokenizer.md","ref":"misc/tokenizer.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","tog [...]
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diff --git a/userguide/misc/funcs.html b/userguide/misc/funcs.html
index a77222d..9673640 100644
--- a/userguide/misc/funcs.html
+++ b/userguide/misc/funcs.html
@@ -2628,7 +2628,40 @@ Reference: <a href="https://papers.nips.cc/paper/3848-adaptive-regularization-of
<ul>
<li><p><code>build_bins(number weight, const int num_of_bins[, const boolean auto_shrink = false])</code> - Return quantiles representing bins: array<double></p>
</li>
-<li><p><code>feature_binning(array<features::string> features, const map<string, array<number>> quantiles_map)</code> / <em>FUNC</em>(number weight, const array<number> quantiles) - Returns binned features as an array<features::string> / bin ID as int</p>
+<li><p><code>feature_binning(array<features::string> features, map<string, array<number>> quantiles_map)</code> - returns a binned feature vector as an array<features::string> <em>FUNC</em>(number weight, array<number> quantiles) - returns bin ID as int</p>
+<pre><code class="lang-sql">WITH extracted as (
+ <span class="hljs-keyword">select</span>
+ extract_feature(feature) <span class="hljs-keyword">as</span> <span class="hljs-keyword">index</span>,
+ extract_weight(feature) <span class="hljs-keyword">as</span> <span class="hljs-keyword">value</span>
+ <span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">input</span> l
+ LATERAL <span class="hljs-keyword">VIEW</span> explode(features) r <span class="hljs-keyword">as</span> feature
+),
+<span class="hljs-keyword">mapping</span> <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ <span class="hljs-keyword">index</span>,
+ build_bins(<span class="hljs-keyword">value</span>, <span class="hljs-number">5</span>, <span class="hljs-literal">true</span>) <span class="hljs-keyword">as</span> quantiles <span class="hljs-comment">-- 5 bins with auto bin shrinking</span>
+ <span class="hljs-keyword">from</span>
+ extracted
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ <span class="hljs-keyword">index</span>
+),
+bins <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ to_map(<span class="hljs-keyword">index</span>, quantiles) <span class="hljs-keyword">as</span> quantiles
+ <span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">mapping</span>
+)
+<span class="hljs-keyword">select</span>
+ l.features <span class="hljs-keyword">as</span> original,
+ feature_binning(l.features, r.quantiles) <span class="hljs-keyword">as</span> features
+<span class="hljs-keyword">from</span>
+ <span class="hljs-keyword">input</span> l
+ <span class="hljs-keyword">cross</span> <span class="hljs-keyword">join</span> bins r
+
+> [<span class="hljs-string">"name#Jacob"</span>,<span class="hljs-string">"gender#Male"</span>,<span class="hljs-string">"age:20.0"</span>] [<span class="hljs-string">"name#Jacob"</span>,<span class="hljs-string">"gender#Male"</span>,<span class="hljs-string">"age:2"</span>]
+> [<span class="hljs-string">"name#Isabella"</span>,<span class="hljs-string">"gender#Female"</span>,<span class="hljs-string">"age:20.0"</span>] [<span class="hljs-string">"name#Isabella"</span>,<span class="hljs-string">"gender#Female"</span>,<span class="hljs-string">"age:2"</span>]
+</code></pre>
</li>
</ul>
<h2 id="feature-format-conversion">Feature format conversion</h2>
@@ -3024,7 +3057,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"List of Functions","level":"1.3","depth":1,"next":{"title":"Tips for Effective Hivemall","level":"1.4","depth":1,"path":"tips/README.md","ref":"tips/README.md","articles":[{"title":"Explicit add_bias() for better prediction","level":"1.4.1","depth":2,"path":"tips/addbias.md","ref":"tips/addbias.md","articles":[]},{"title":"Use rand_amplify() to better prediction results","level":"1.4.2","depth":2,"path":"tips/rand_amplify.md","ref":"t [...]
+ gitbook.page.hasChanged({"page":{"title":"List of Functions","level":"1.3","depth":1,"next":{"title":"Tips for Effective Hivemall","level":"1.4","depth":1,"path":"tips/README.md","ref":"tips/README.md","articles":[{"title":"Explicit add_bias() for better prediction","level":"1.4.1","depth":2,"path":"tips/addbias.md","ref":"tips/addbias.md","articles":[]},{"title":"Use rand_amplify() to better prediction results","level":"1.4.2","depth":2,"path":"tips/rand_amplify.md","ref":"t [...]
});
</script>
</div>
diff --git a/userguide/misc/generic_funcs.html b/userguide/misc/generic_funcs.html
index a5fbe95..592458e 100644
--- a/userguide/misc/generic_funcs.html
+++ b/userguide/misc/generic_funcs.html
@@ -3183,7 +3183,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"List of Generic Hivemall Functions","level":"2.1","depth":1,"next":{"title":"Efficient Top-K Query Processing","level":"2.2","depth":1,"path":"misc/topk.md","ref":"misc/topk.md","articles":[]},"previous":{"title":"Map-side join causes ClassCastException on Tez","level":"1.6.5","depth":2,"path":"troubleshooting/mapjoin_classcastex.md","ref":"troubleshooting/mapjoin_classcastex.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme [...]
+ gitbook.page.hasChanged({"page":{"title":"List of Generic Hivemall Functions","level":"2.1","depth":1,"next":{"title":"Efficient Top-K Query Processing","level":"2.2","depth":1,"path":"misc/topk.md","ref":"misc/topk.md","articles":[]},"previous":{"title":"Map-side join causes ClassCastException on Tez","level":"1.6.5","depth":2,"path":"troubleshooting/mapjoin_classcastex.md","ref":"troubleshooting/mapjoin_classcastex.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme [...]
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</div>
diff --git a/userguide/misc/tokenizer.html b/userguide/misc/tokenizer.html
index bfcdd3e..284eb97 100644
--- a/userguide/misc/tokenizer.html
+++ b/userguide/misc/tokenizer.html
@@ -2566,7 +2566,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Text Tokenizer","level":"2.3","depth":1,"next":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"path":"misc/approx.md","ref":"misc/approx.md","articles":[]},"previous":{"title":"Efficient Top-K Query Processing","level":"2.2","depth":1,"path":"misc/topk.md","ref":"misc/topk.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters"," [...]
+ gitbook.page.hasChanged({"page":{"title":"Text Tokenizer","level":"2.3","depth":1,"next":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"path":"misc/approx.md","ref":"misc/approx.md","articles":[]},"previous":{"title":"Efficient Top-K Query Processing","level":"2.2","depth":1,"path":"misc/topk.md","ref":"misc/topk.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters"," [...]
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</div>
diff --git a/userguide/misc/topk.html b/userguide/misc/topk.html
index 3f7fbf8..e579a44 100644
--- a/userguide/misc/topk.html
+++ b/userguide/misc/topk.html
@@ -2512,7 +2512,7 @@ WHRE <span class="hljs-keyword">rank</span> <= <span class="hljs-number">2</s
<pre><code class="lang-sql"><span class="hljs-keyword">SELECT</span>
each_top_k(
<span class="hljs-number">2</span>, <span class="hljs-keyword">class</span>, score,
- <span class="hljs-keyword">class</span>, student <span class="hljs-comment">-- output columns other in addition to rank and score</span>
+ <span class="hljs-keyword">class</span>, student <span class="hljs-comment">-- output other columns in addition to rank and score</span>
) <span class="hljs-keyword">as</span> (<span class="hljs-keyword">rank</span>, score, <span class="hljs-keyword">class</span>, student)
<span class="hljs-keyword">FROM</span> (
<span class="hljs-keyword">SELECT</span> * <span class="hljs-keyword">FROM</span> <span class="hljs-keyword">table</span>
@@ -3219,7 +3219,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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index d247558..d81e5fc 100644
--- a/userguide/multiclass/iris.html
+++ b/userguide/multiclass/iris.html
@@ -2432,7 +2432,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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gitbook.push(function() {
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index a71b8bf..de094cf 100644
--- a/userguide/multiclass/iris_dataset.html
+++ b/userguide/multiclass/iris_dataset.html
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index 8368739..bd2cb15 100644
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@@ -2793,7 +2793,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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index f7f3c9e..0feab9a 100644
--- a/userguide/multiclass/iris_scw.html
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@@ -2486,7 +2486,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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gitbook.push(function() {
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diff --git a/userguide/multiclass/news20.html b/userguide/multiclass/news20.html
index 56bee36..1b0797c 100644
--- a/userguide/multiclass/news20.html
+++ b/userguide/multiclass/news20.html
@@ -2432,7 +2432,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"News20 Multiclass Tutorial","level":"7.1","depth":1,"next":{"title":"Data Preparation","level":"7.1.1","depth":2,"path":"multiclass/news20_dataset.md","ref":"multiclass/news20_dataset.md","articles":[]},"previous":{"title":"Field-Aware Factorization Machines","level":"6.8.2","depth":2,"path":"binaryclass/criteo_ffm.md","ref":"binaryclass/criteo_ffm.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github"," [...]
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diff --git a/userguide/multiclass/news20_dataset.html b/userguide/multiclass/news20_dataset.html
index 99e0405..b276851 100644
--- a/userguide/multiclass/news20_dataset.html
+++ b/userguide/multiclass/news20_dataset.html
@@ -2503,7 +2503,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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index e1f9594..43984af 100644
--- a/userguide/multiclass/news20_one-vs-the-rest.html
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@@ -2765,7 +2765,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/news20_one-vs-the-rest_dataset.html b/userguide/multiclass/news20_one-vs-the-rest_dataset.html
index 4e811dc..3eb9e95 100644
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--- a/userguide/multiclass/news20_pa.html
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index 9ce6eb7..becaf15 100644
--- a/userguide/multiclass/news20_scw.html
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index e46b79f..79ed61f 100644
--- a/userguide/recommend/cf.html
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--- a/userguide/recommend/movielens.html
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@@ -2432,7 +2432,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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gitbook.push(function() {
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diff --git a/userguide/recommend/movielens_cf.html b/userguide/recommend/movielens_cf.html
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--- a/userguide/recommend/movielens_cf.html
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diff --git a/userguide/recommend/movielens_cv.html b/userguide/recommend/movielens_cv.html
index bda2228..63bb545 100644
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diff --git a/verify_artifacts.html b/verify_artifacts.html
index a851b55..650e2ce 100644
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@@ -84,7 +84,7 @@
<div id="breadcrumbs">
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- <li id="publishDate">Last Published: 2019-03-18<span class="divider">|</span>
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</li>
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