Created
November 21, 2017 15:44
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cd ~/ | |
# Set up project | |
mkdir projects | |
cd projects | |
git clone https://github.com/aniquetahir/yellowtaxi.git | |
git clone https://github.com/aniquetahir/datapolygamyutils.git | |
export POLYUTILS=$(pwd)/datapolygamyutils | |
sudo apt install maven axel pypy | |
cd yellowtaxi | |
git checkout hdfs | |
mvn install | |
# Initialize hadoop | |
hadoop fs -mkdir /user/root | |
hadoop fs -mkdir /user/root/data | |
pushd . | |
cd /tmp | |
axel -a https://s3-us-west-2.amazonaws.com/anique/yellowdata_pickup.tar.gz | |
tar zxvf yellowdata_pickup.tar.gz | |
hadoop fs -put yellowdata_pickup.csv /user/root/data/ | |
popd | |
hadoop fs -mkdir /user/root/jars/ | |
hadoop fs -put target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar /user/root/jars/yellowtaxi.jar | |
hadoop fs -put heirarchy.ser /user/root | |
# Aggravation | |
time spark-submit --class edu.asu.yellowtaxi.Aggravation target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar yellowdata_pickup.csv 0 | |
time spark-submit --class edu.asu.yellowtaxi.ZoneAggravation target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar yellowdata_pickup.csv 0 | |
# Intervention | |
time spark-submit --deploy-mode cluster --master yarn-client --class edu.asu.yellowtaxi.Intervention target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar yellowdata_pickup.csv 0 | |
time spark-submit --class edu.asu.yellowtaxi.ZoneIntervention target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar yellowdata_pickup.csv 0 | |
time spark-submit --class edu.asu.yellowtaxi.HeirarchichalIntervention target/yellowtaxi-1.0-SNAPSHOT-jar-with-dependencies.jar yellowdata_pickup.csv 0 | |
cd ~/projects | |
git clone https://github.com/ViDA-NYU/data-polygamy.git | |
cd data-polygamy/sigmod16/ | |
./prepareSoftware.sh | |
cd setup | |
echo -e "yellowdata\t309" > ../../data/datasets.txt | |
./hdfs_dir | |
hdfs dfs -put ../../data/block.txt block | |
hdfs dfs -put ../../data/block-graph.txt block-graph | |
pushd . | |
cd /tmp | |
axel -a https://s3.amazonaws.com/nyc-tlc/trip+data/yellow_tripdata_2016-01.csv | |
tail -n +3 yellow_tripdata_2016-01.csv > yellowdata | |
head -n 1 yellow_tripdata_2016-01.csv > yellowdata.header | |
echo 'NONE,NONE,NONE,NONE,NONE,NONE,NONE,NONE' > yellowdata.defaults | |
pypy $POLYUTILS/datechanger.py yellowdata newyellowdata | |
rm yellowdata | |
mv newyellowdata yellowdata | |
awk -F ',' '{print $2","$4","$5","$6","$7","$16","$19","$20}' yellowdata > yellowdatastripped | |
cat yellowdata.header | awk -F ',' 'BEGIN {RS="\r\n"}; {print $2","$4","$5","$6","$7","$16","$19",tip_percentage"}' > yellowdatastripped.header | |
rm yellowdata | |
rm yellowdata.header | |
mv yellowdatastripped yellowdata | |
mv yellowdatastripped.header yellowdata.header | |
hadoop fs -put yellowdata data/ | |
hadoop fs -put yellowdata.defaults data/ | |
hadoop fs -put yellowdata.header data/ | |
popd | |
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