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From sro...@apache.org
Subject spark git commit: [GraphX] fixing 3 typos in the graphx programming guide
Date Wed, 25 Feb 2015 14:46:22 GMT
Repository: spark
Updated Branches:
  refs/heads/master d51ed263e -> 5b8480e03


[GraphX] fixing 3 typos in the graphx programming guide

Corrected 3 Typos in the GraphX programming guide. I hope this is the correct way to contribute.

Author: Benedikt Linse <benedikt.linse@gmail.com>

Closes #4766 from 1123/master and squashes the following commits:

8a63812 [Benedikt Linse] fixing 3 typos in the graphx programming guide


Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/5b8480e0
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/5b8480e0
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/5b8480e0

Branch: refs/heads/master
Commit: 5b8480e0359d5af8bdf570f115acb0b1b8997735
Parents: d51ed26
Author: Benedikt Linse <benedikt.linse@gmail.com>
Authored: Wed Feb 25 14:46:17 2015 +0000
Committer: Sean Owen <sowen@cloudera.com>
Committed: Wed Feb 25 14:46:17 2015 +0000

----------------------------------------------------------------------
 docs/graphx-programming-guide.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/spark/blob/5b8480e0/docs/graphx-programming-guide.md
----------------------------------------------------------------------
diff --git a/docs/graphx-programming-guide.md b/docs/graphx-programming-guide.md
index 826f6d8..28bdf81 100644
--- a/docs/graphx-programming-guide.md
+++ b/docs/graphx-programming-guide.md
@@ -538,7 +538,7 @@ val joinedGraph = graph.joinVertices(uniqueCosts,
 
 ## Neighborhood Aggregation
 
-A key step in may graph analytics tasks is aggregating information about the neighborhood
of each
+A key step in many graph analytics tasks is aggregating information about the neighborhood
of each
 vertex.
 For example, we might want to know the number of followers each user has or the average age
of the
 the followers of each user.  Many iterative graph algorithms (e.g., PageRank, Shortest Path,
and
@@ -634,7 +634,7 @@ avgAgeOfOlderFollowers.collect.foreach(println(_))
 
 ### Map Reduce Triplets Transition Guide (Legacy)
 
-In earlier versions of GraphX we neighborhood aggregation was accomplished using the
+In earlier versions of GraphX neighborhood aggregation was accomplished using the
 [`mapReduceTriplets`][Graph.mapReduceTriplets] operator:
 
 {% highlight scala %}
@@ -682,8 +682,8 @@ val result = graph.aggregateMessages[String](msgFun, reduceFun)
 ### Computing Degree Information
 
 A common aggregation task is computing the degree of each vertex: the number of edges adjacent
to
-each vertex.  In the context of directed graphs it often necessary to know the in-degree,
out-
-degree, and the total degree of each vertex.  The  [`GraphOps`][GraphOps] class contains
a
+each vertex.  In the context of directed graphs it is often necessary to know the in-degree,

+out-degree, and the total degree of each vertex.  The  [`GraphOps`][GraphOps] class contains
a
 collection of operators to compute the degrees of each vertex.  For example in the following
we
 compute the max in, out, and total degrees:
 


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