GitHub user HyukjinKwon opened a pull request:

    https://github.com/apache/spark/pull/14564

    [SPARK-16886][EXAMPLES][DOCS] Fix some examples to be consistent and 
woring, and indentation in documentation

    ## What changes were proposed in this pull request?
    
    Originally this PR was based on #14491 but I realised that fixing examples 
are more sensible rather than comments. 
    
    This PR fixes three things below:
    
     - Fix two wrong examples in `structured-streaming-programming-guide.md`. 
Loading via `read.load(..)` without `as` will be `Dataset<Row>` not 
`Dataset<String>` in Java.
    
    - Fix indentation across `structured-streaming-programming-guide.md`. 
Python has 4 spaces and Scala and Java have double spaces. These are 
inconsistent across the examples. 
    
    - Fix `StructuredNetworkWordCountWindowed` and  
`StructuredNetworkWordCount` in Java and Scala to initially load `DataFrame` 
and `Dataset<Row>` to be consistent with the comments and some examples in 
`structured-streaming-programming-guide.md` and to match Scala and Java to 
Python one (Python one loads it as `DataFrame` initially).
    
    ## How was this patch tested?
    
    N/A


You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/HyukjinKwon/spark SPARK-16886

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/14564.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #14564
    
----
commit 8751e08b18b8f8a4467cf15f88076c0f93294fc2
Author: Ganesh Chand <ganeshchand@ganeshs-macbook-pro-2.local>
Date:   2016-08-04T02:29:40Z

    [SPARK-16886] [SQL] structured streaming network word count examples code 
comments
    Replaced Dataframe with Dataset in code comments

commit 3615806f8f5f08c22a10aa712e9d0ad8e9a8b1c6
Author: hyukjinkwon <gurwls...@gmail.com>
Date:   2016-08-09T10:36:00Z

    Fix some examples to be consistent and indentation in documentation

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