Github user dongjoon-hyun commented on a diff in the pull request:

    https://github.com/apache/spark/pull/13592#discussion_r67202611
  
    --- Diff: docs/sql-programming-guide.md ---
    @@ -419,35 +419,35 @@ In addition to simple column references and 
expressions, DataFrames also have a
     
     ## Running SQL Queries Programmatically
     
    -The `sql` function on a `SQLContext` enables applications to run SQL 
queries programmatically and returns the result as a `DataFrame`.
    +The `sql` function on a `SparkSession` enables applications to run SQL 
queries programmatically and returns the result as a `DataFrame`.
     
     <div class="codetabs">
     <div data-lang="scala"  markdown="1">
     {% highlight scala %}
    -val sqlContext = ... // An existing SQLContext
    -val df = sqlContext.sql("SELECT * FROM table")
    +val spark = ... // An existing SparkSession
    +val df = spark.sql("SELECT * FROM table")
     {% endhighlight %}
     </div>
     
     <div data-lang="java" markdown="1">
     {% highlight java %}
    -SQLContext sqlContext = ... // An existing SQLContext
    -DataFrame df = sqlContext.sql("SELECT * FROM table")
    +SparkSession spark = ... // An existing SparkSession
    +Dataset<Row> df = spark.sql("SELECT * FROM table")
     {% endhighlight %}
     </div>
     
     <div data-lang="python"  markdown="1">
     {% highlight python %}
    -from pyspark.sql import SQLContext
    -sqlContext = SQLContext(sc)
    -df = sqlContext.sql("SELECT * FROM table")
    +from pyspark.sql import SparkSession
    +spark = SparkSession(sc)
    +df = spark.sql("SELECT * FROM table")
     {% endhighlight %}
     </div>
     
     <div data-lang="r"  markdown="1">
     {% highlight r %}
    -sqlContext <- sparkRSQL.init(sc)
    -df <- sql(sqlContext, "SELECT * FROM table")
    +spark <- sparkRSQL.init(sc)
    +df <- sql(spark, "SELECT * FROM table")
    --- End diff --
    
    Here, too. Remove `spark <- sparkRSQL.init(sc)` and use
    ```
    df <- sql("SELECT * FROM table")
    ```


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