Github user heuermh commented on a diff in the pull request:
https://github.com/apache/spark/pull/16856#discussion_r101275550
--- Diff: docs/programming-guide.md ---
@@ -153,13 +149,12 @@ JavaSparkContext sc = new JavaSparkContext(conf);
<div data-lang="python" markdown="1">
-The first thing a Spark program must do is to create a
[SparkContext](api/python/pyspark.html#pyspark.SparkContext) object, which
tells Spark
-how to access a cluster. To create a `SparkContext` you first need to
build a [SparkConf](api/python/pyspark.html#pyspark.SparkConf) object
-that contains information about your application.
+The first thing a Spark program must do is to create a
[SparkSession](api/python/pyspark.html#pyspark.sql.SparkSession) object, which
tells Spark
+how to access a cluster. To create a `SparkSession`, you first need to
call `SparkSession.builder` to get the builder, then set
+information about your application via the builder, and finall call
`getOrCreate` on the builder to get the `SparkSession` instance.
--- End diff --
`finall` → `finally`
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