Advanced Analytics with Spark Source Code

Code to accompany Advanced Analytics with Spark, by Juliet Hougland, Uri Laserson, Sean Owen, Sandy Ryza, and Josh Wills.

1st Edition (current)

The source to accompany the 1st edition may be found in the 1st-edition branch.

2nd Edition (coming H1 2017)

The source to accompany the 2nd edition is found in this, the default master branch.

Build

Apache Maven 3.2.5+ and Java 8+ are required to build. From the root level of the project, run mvn package to compile artifacts into target/ subdirectories beneath each chapter's directory.

Data Sets

• Chapter 2: https://archive.ics.uci.edu/ml/machine-learning-databases/00210/
• Chapter 3: http://www-etud.iro.umontreal.ca/~bergstrj/audioscrobbler_data.html
• Chapter 4: https://archive.ics.uci.edu/ml/machine-learning-databases/covtype/
• Chapter 5: https://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html (do not use http://www.sigkdd.org/kdd-cup-1999-computer-network-intrusion-detection as the copy has a corrupted line)
• Chapter 6: https://dumps.wikimedia.org/enwiki/20160901/enwiki-20160901-pages-articles-multistream.xml.bz2
• Chapter 7: ftp://ftp.nlm.nih.gov/nlmdata/sample/medline/ (*.gz)
• Chapter 8: http://www.andresmh.com/nyctaxitrips/
• Chapter 9: (see ch09-risk/data/download-all-symbols.sh script)
• Chapter 10: ftp://ftp.ncbi.nih.gov/1000genomes/ftp/phase3/data/HG00103/alignment/HG00103.mapped.ILLUMINA.bwa.GBR.low_coverage.20120522.bam
• Chapter 11: https://github.com/thunder-project/thunder/tree/v0.4.1/python/thunder/utils/data/fish/tif-stack