From 9a6b2b29f7701df4d3a5df1b6a583ebfced3a636 Mon Sep 17 00:00:00 2001
From: Mark Needham <m.h.needham@gmail.com>
Date: Sun, 31 May 2015 07:14:13 +0100
Subject: [PATCH] Update README.md

---
 README.md | 24 +++++++++++-------------
 1 file changed, 11 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index d0c5350..703c202 100644
--- a/README.md
+++ b/README.md
@@ -8,13 +8,6 @@ sudo apt-get update
 sudo apt-get install -yq oracle-java7-installer scala git python-virtualenv python-dev unzip
 ```
 
-```bash
-curl -O http://apache.cs.utah.edu/spark/spark-1.3.0/spark-1.3.0.tgz
-tar xvf spark-1.3.0.tgz
-cd spark-1.3.0/
-build/sbt assembly
-```
-
 ```bash
 virtualenv spark_venv
 source spark_venv/bin/activate
@@ -23,6 +16,11 @@ cd recommend
 pip install -r requirements.txt
 ```
 
+```bash
+curl -O http://www.apache.org/dyn/closer.cgi/spark/spark-1.3.1/spark-1.3.1-bin-hadoop2.6.tgz
+tar xvf spark-1.3.1-bin-hadoop2.6.tgz
+```
+
 ## Film ratings data
 
 ```bash
@@ -35,7 +33,7 @@ unzip -j ml-1m.zip "*.dat"
 ## Training
 
 ```bash
-$ ../bin/spark-submit recommend.py train ratings.dat
+$ ./spark-1.3.0-bin-hadoop1/bin/spark-submit recommend.py train ratings.dat
 ```
 
 ```
@@ -55,7 +53,7 @@ The best model was trained with:
 ```
 
 ```bash
-$ ../bin/spark-submit recommend.py train ratings.dat \
+$ ./spark-1.3.0-bin-hadoop1/bin/spark-submit recommend.py train ratings.dat \
     --ranks=8,9,10 --lambdas=0.31,0.32,0.33 --iterations=3
 ```
 
@@ -68,7 +66,7 @@ The best model was trained with:
 ```
 
 ```bash
-$ ../bin/spark-submit recommend.py train ratings.dat \
+$ ./spark-1.3.0-bin-hadoop1/bin/spark-submit recommend.py train ratings.dat \
     --ranks=5,10,15,20 --lambdas=0.33,0.5,0.8,0.9 --iterations=3,6,9
 ```
 
@@ -83,7 +81,7 @@ The best model was trained with:
 ## Recommending
 
 ```bash
-$ ../bin/spark-submit recommend.py recommend ratings.dat movies.dat
+$ ./spark-1.3.0-bin-hadoop1/bin/spark-submit recommend.py recommend ratings.dat movies.dat
 ```
 
 ```
@@ -101,7 +99,7 @@ Message in a Bottle (1999)
 ```
 
 ```bash
-$ ../bin/spark-submit recommend.py recommend ratings.dat movies.dat \
+$ ./spark-1.3.0-bin-hadoop1/bin/spark-submit recommend.py recommend ratings.dat movies.dat \
     --rank=15 --lambda=0.33 --iteration=3
 ```
 
@@ -117,4 +115,4 @@ Kika (1993)
 Omega Man, The (1971)
 Boogie Nights (1997)
 ...
-```
\ No newline at end of file
+```