From 9bfb35da1ec40af005cd9e4dac61a5c70f3e3d17 Mon Sep 17 00:00:00 2001 From: Zheng RuiFeng Date: Mon, 18 Apr 2016 17:14:22 -0700 Subject: [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 Closes #12283 from zhengruifeng/chi2_pe. --- docs/ml-features.md | 8 ++++ .../src/main/python/ml/chisq_selector_example.py | 44 ++++++++++++++++++++++ 2 files changed, 52 insertions(+) create mode 100644 examples/src/main/python/ml/chisq_selector_example.py 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 %} + +
+ +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 %} +
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() -- cgit v1.2.3