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authorZheng RuiFeng <ruifengz@foxmail.com>2016-04-18 17:14:22 -0700
committerJoseph K. Bradley <joseph@databricks.com>2016-04-18 17:14:22 -0700
commit9bfb35da1ec40af005cd9e4dac61a5c70f3e3d17 (patch)
treef33541388873dbcacf3fab73bfc330e4be2d7b69
parent602734084c05a79c18446a3c2c051740dba143b3 (diff)
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[SPARK-14515][DOC] Add python example for ChiSqSelector
## What changes were proposed in this pull request? Add the missing python example for ChiSqSelector ## How was this patch tested? manual tests Author: Zheng RuiFeng <ruifengz@foxmail.com> Closes #12283 from zhengruifeng/chi2_pe.
-rw-r--r--docs/ml-features.md8
-rw-r--r--examples/src/main/python/ml/chisq_selector_example.py44
2 files changed, 52 insertions, 0 deletions
diff --git a/docs/ml-features.md b/docs/ml-features.md
index 70812eb5e2..876d21f495 100644
--- a/docs/ml-features.md
+++ b/docs/ml-features.md
@@ -1303,4 +1303,12 @@ for more details on the API.
{% include_example java/org/apache/spark/examples/ml/JavaChiSqSelectorExample.java %}
</div>
+
+<div data-lang="python" markdown="1">
+
+Refer to the [ChiSqSelector Python docs](api/python/pyspark.ml.html#pyspark.ml.feature.ChiSqSelector)
+for more details on the API.
+
+{% include_example python/ml/chisq_selector_example.py %}
+</div>
</div>
diff --git a/examples/src/main/python/ml/chisq_selector_example.py b/examples/src/main/python/ml/chisq_selector_example.py
new file mode 100644
index 0000000000..997a504735
--- /dev/null
+++ b/examples/src/main/python/ml/chisq_selector_example.py
@@ -0,0 +1,44 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+from __future__ import print_function
+
+from pyspark import SparkContext
+from pyspark.sql import SQLContext
+# $example on$
+from pyspark.ml.feature import ChiSqSelector
+from pyspark.mllib.linalg import Vectors
+# $example off$
+
+if __name__ == "__main__":
+ sc = SparkContext(appName="ChiSqSelectorExample")
+ sqlContext = SQLContext(sc)
+
+ # $example on$
+ df = sqlContext.createDataFrame([
+ (7, Vectors.dense([0.0, 0.0, 18.0, 1.0]), 1.0,),
+ (8, Vectors.dense([0.0, 1.0, 12.0, 0.0]), 0.0,),
+ (9, Vectors.dense([1.0, 0.0, 15.0, 0.1]), 0.0,)], ["id", "features", "clicked"])
+
+ selector = ChiSqSelector(numTopFeatures=1, featuresCol="features",
+ outputCol="selectedFeatures", labelCol="clicked")
+
+ result = selector.fit(df).transform(df)
+ result.show()
+ # $example off$
+
+ sc.stop()