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@@ -24,11 +24,11 @@ right version of Scala from [scala-lang.org](http://www.scala-lang.org/download/
# Running the Examples and Shell
-Spark comes with several sample programs. Scala and Java examples are in the `examples` directory, and Python examples are in `python/examples`.
+Spark comes with several sample programs. Scala, Java and Python examples are in the `examples/src/main` directory.
To run one of the Java or Scala sample programs, use `./bin/run-example <class> <params>` in the top-level Spark directory
(the `bin/run-example` script sets up the appropriate paths and launches that program).
For example, try `./bin/run-example org.apache.spark.examples.SparkPi local`.
-To run a Python sample program, use `./bin/pyspark <sample-program> <params>`. For example, try `./bin/pyspark ./python/examples/pi.py local`.
+To run a Python sample program, use `./bin/pyspark <sample-program> <params>`. For example, try `./bin/pyspark ./examples/src/main/python/pi.py local`.
Each example prints usage help when run with no parameters.