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0 1000 2000 3000 4000 0 1000 2000 3000 4000 Sky 1 sky$x sky$y Corey Chivers, 2012 bayesianbiologist.com

Observing Dark Worlds

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Visualization of the training data in the Observing Dark Worlds contest on Kaggle. http://bayesianbiologist.com/2012/10/13/observing-dark-worlds-visualizing-dark-matters-distorting-effect-on-galaxies/

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  • 1.Sky 1qqqq qqq qqq qqq q q q4000q q qqqqq qqqqq q qqq qq q q qqqqqq q q q qq q qq qqq q q qq qq qqqq q qqqqqqq q qq qqq qq q qq q qqqqqqqq q q qqq q qq qq qq qqq q qqq qq qqqqqq q q q q q qq q qq qqq q qqqqq q qqq q q qqqqqqqqqq q q qq q q qqq q q qq q q q q qqq qqq qqq qqq q qq q qqq qq3000q qq q q q qq qqq q qq q qqqq qq qq q qqq q qq q q qq q qq q qqqq qqqq qqq q q q q qq qqqq q qq qq qq qqqq qqqq qqqqqq q q qq q qq qqqq q q q q qq qq q q q qq qqq qqqqq qqqsky$y qqq q qqqq qq q q qq qqqq qq q2000q q qqqq qq q qq qq q q qq q qq q qq qqq q qqq qq q qqqqq qq qq q q q qq q qq q qq q q q qq qqqq qqq qq q qq qqq qq qq q q q qqqq qq qq q q qqq qq qq qq q q qqq q qqqq q qq q q q qq qqq qq qq q q qq qqqqq q qqqqq qqqqqq q qqq q q qqqqqqq qq qq q q q qq1000 qqq qqq q q q qq qq qqqq qqq qq qqq q q qqq qq q q qqq q qqq q q q q qq q q q qqqqqqq qq qqqqq qqq qq q q qq qq qq q q qqq q qqq qq q qq q qq q qq q q q q q q qq qq q q q qqqq qq q qqq qqq qq qq qq qq qqq q q qq q qqq q qqq q qq q q qqq qq qq qqqq q qqq qqqqqq qqq qqqqqqq q q q qq qqq q q q0 qq q qCorey Chivers, 2012bayesianbiologist.com 010002000 30004000sky$x

2. Sky 2q qq qq qqq q qqq q qq4000q qq qq qq qq q qq qq q qq q qqq q q qq q q qqqqqqqqqq q q q qq qqq q q qq qqq q qqq qq qq q qqqqqq qqqq qq q q q qq q q q q qq q qqq qqq qqqq qqq q q q q q q qqq q qq qqq q q q q q q q qqqqq q q qq q q qqq q q q q q q q qq q qq qq q q q qqqq qq qq qqqq q q q q qq qq q q q q qq qqqq q q q q q qqqqqqq qqq qqq qq qq qqqq q qqq q qqq q q q q q qq qqq q qqq q qq q q q qqqqq q qqqq qq q q qq q qq qq qqq qqq q q q q q q qq q qq qq q q q3000 q qq qq qqq q qq q qqqq qqqqq q qq q qq q q q q q q q q qqqq qq q qq q qqqqqqqq q q qqq q q q q q qqqq q qq qqq qqqq q qq qqqqq qqqqq qqq q q qqq q q q qq q qqq qqq q q q qqqqqq qq qqqq q q qq qq qq qqq qqq q q q qq q qq qqq q q q qq qqqq q q qqqqqqq qqqqqqq qq q q q qqq q q qq q q q qq q qqq q q qq q qq q qq q qqqqq qqqq qqq qqq qq qq q qqqq qqqqqq qqq q q q qq qq qqqq q q qq qq q q q qq q qqsky$yqqqq qqq qq qq2000 qq q q qqq qqq qqqqqq qq qqqqq qqqq qqqqq qqqqqq qqq q q qq q qq qqq q qq qq q qqqq qqq qqq qqqq qq q q q q q q q qqqqq q q qqqqq qq q q q q q qq q q qqqq qqq qqqq q q qq q qq qq qq q qqq q q qq qqqqqqq qqq qq qq qq qqqq q q q qqq qq q qqqq q qqq qq q qqq qqq q qqqqqqqq qq q qqqq q qqq qq q qqqq qqqq q q qqqqq q qq qq qq qq qq qq qq q q q qqq qqq q qq qqq q q qq q q q q q q q q q qq q qqqq qq qq qq1000 q qqqq qqqq qqq q qqq q q qqq qq q q qq q qqq q qqq q q q qq q q qq qq qqq q qqq qq q qqqqqqq qq qq qq qq q q qqqqq qq qq qq q q qqqqq q q qqqqq q q qqqq qq qq qq qq qqqq q q q qq q q qq qq q q q q qqqqqq qq qqq qqq q qq qq qqqq q qq qq qq qqq qq qq qq q q qq qq qq q q q qqq q q q qqqqqq q qqq qqq qq qqqq qqqq qqq q q q q qq qq qq q q qqqqqq qqq q q q q q q q qq q qqqqqqq qqq qq q q qqqq qqqqq qq qq qqq qq qqq q q q qq q qqq q qqq qq qqqq qq q q qqq q q qqqq q qq qqq qq q qq0qqq q qq qCorey Chivers, 2012bayesianbiologist.com 010002000 30004000sky$x 3. Sky 3 q qqq qqqqqq qq qqq q qqqq4000qq qq q q q q q qq q q qq q q qq qqqqq q q q q q q q q q q qqqq q q qq q q q qqq qq qqq q q qqq q q q qqq q qq q qq qqq qq q qq q q q q qqq q q q qq qq q q qq qq q q qqq q q qqq qqqqqq q q q q qqq qqq q qq q qqq qqq q qqq qqqq qq q q q q q qq q q qq qq qq q q qqq q q q qqq q q q q qq q qq q qqq q q qqqq qq q q q q q q qqqqqq qqq q q q q qq q q q qqq q q qq q qqqqqqq q q q q qq q q qq qqqq q q q qq qqq q q qqqq q qqq qq qq q q q qq qq qqq q q q qq q3000qqq qqq qq q qq q q q q q q q q qq q q qq qq qqq qq qq qqqqq qq q q q q qq q q q q qqq qq q qqqq qq q q q q q qq qqqq qqqq q qqq q qq qq qq qq q qqqq q qq q qq q q qq qqq qqq qq q q q qq q q q q q q qq qq qq qq qqq qqqqq qqq q q qq q qqqq q q q qqq q qq q q q qqq q qq qqqqqqq qqq qq q q q q qq q qqq q q qq q qq qq qqqqq qq q q qq qqqqq q qq qq q qqqqqqqq qq q qqq qq q qq q q q qq qq qqsky$yqq q qqq q q q qqq q qq qq qqqq q q q q q q q qq q qqqqqq2000 qq qq q qq qq q qqqq qqq q qq q qq qq q q q qq qq qqq qq q qqqqq q q q q q q qqq qq q q qq q q q qq q q q qqqqq qq q qq q q q q q qq q q q q q q qq qqqq q q qq qq q q qq qqqqq qqq q qq qqq q q q qq qq q qq qq qqq q qq q q q q qqq qqq qqq q q q q q q q q q qqqqqq qqq q qqq q qqq q q q qqqq qqqq q qqq q q qq q q q qqqq q qqqqqq qq qq qq qq q q qqq q q qq q qqqq qq q qq qq qq qqqq q qqq q q qq qq q q q q q q q qqqq qq1000 q q q q qqq qqq qq qq qq qqqq q qq q q qqq q q q q q q qq q q q q q q qqq qqqqq q qqqqqqqqqqq q qqqqqqq qq qqqqq qq q qq q qqqqq q qq qq q q q q q qqq qq qq q q q qq qq qq qq qqqqqqq qq qq q qq q q q qq qq qqq q q qq qqq qq q q qqq q q q qqqq qq q q q q q qq q q q q qq qq q qqqq qqq qq qq qqq q qqq q q q qqqqqq qq q qq q qq q qqq qq q qq q q q qq qqqqq qqq q qqq qqqqqqq qqq q q qq q q q qq qqq qqq q q q q qq q q q q q q qqqq q q qq qq q qq q qq0qqq qqq qqCorey Chivers, 2012bayesianbiologist.com 010002000 30004000sky$x 4. Sky 4 qqq qqqq qq qqq q q qq qqq q q qq4000 qq q qq q q qqq qqq qq q qqq qq q q q q q qq q qq q qqq q qq qqqqqqqq q q qq qqq q q q q q q qqqqqq q q q qq q q q q q qqqqqq qq qq q qqq qq q qq q qq qq qq q qqqqq qq qq q q q qq q q qq qqq qqqq qq q qq q q qq q qqqqq qq q q qqqqqqq qqqqq q qqqqqq q qq q qq q q qqq qqqqqqqq qqqq qqq q q q qqq q qq qqq qq q q qqqqq q q qqq qq q qqqq q qqqqqqqqqq qq qqqq qqqq q q qqq qq qq q q3000qqq qqq q qq qq q qqqq q qqq qq q qqqqq q q qqqqqqq q qqq q qq qq q q q qq qqq q qq q qqqq qq q qqqq qq qq qq qq q q q q qq q q q qq qq q qq q qqq q q q qq qq qq qqq q q qqqqq q q q qqq qq q q qq q qqqq qq qqqq q q qq qqqq qqqq qq q qqqqq qqq q q qq q q q q qq qq qq qq qq q q q q qq q q q qq q qq q qqq qq qq qq qqqq q qq q q q qqqqqqqqqqqq qqq qqq qq q q q qq qsky$yq q q qqq qq q q q q q qq qqqqq q qqqqqqq q qq2000q q q qq q qq q q q qqq qqq q qqq qq q qqqq q q q qq q qqqqqqq qqqq q qqqqq q q qqqqq q qq qq q q q qq q qq q q qq qqqqqq qq q qq qq q q q qq q qq q qq qqqq qq qqq q qqq qqqq q qqq qqqqq q qq qq q qqqq qqqq q qqqq q q q qq q qq q qqqq qqq q q qq qq q q q qq q q qqqq qqq q qqq qqqq qq q q qqqqqq qq qq qq q qqq q qqqqq q qqq q qqqq qqq qq q qq q q q q q q q1000q q qqq q q qq q q q qqq qqq qqqq q q qq qqqq q q qq qqq qqqqqq q qq q qq q q q q qqqqq qqqq qqqqq qqq q qqqqq q q q q qq q qq q qq q q q qq qq q q qqqqq q qq qqq qq qqqqq qqqq qqqq q q q q qq qq qq qq q q qq qq qqqq q qq qq q q q qq q q qqqqqq q qqq q qq qqq q q q qq qq qq qq qqqqq q qq qqqqq q qqq qq q qqq qqq q qq qqq qq qqq q qq qq qq qq qq q qqq q q qqqqq qqq qq qq q qqqq qqq q qqq q0qqqCorey Chivers, 2012bayesianbiologist.com 01000 200030004000sky$x 5. Sky 5qq qq q q qqq q4000q q qq qqq q q q q q q qqqqqqqq q qqq qq qq qq q qq qq qq q q qq q q q q qq q q qq qq qqq qqqqq q q q q q q q qqqqqqqq q q qq q qqq q qqqq q q qqq qq q q qqqq q qqq qqq qqq q q qq q qqq q q qq qqq q q q qqqq q qq qq qq q qqqq q qq q qqqq q qqqqq qq qq q q q qqq qqqq qqqq q q q q q q q q qq q qq q q q q qqqq q q qqq qq qqqq qq q qqqqqq q q3000 qqqqqq qq qq qq qq qqq q qq qqq q q qq qqq qqqqq q q q qq q qqq qq qq qqqqqq q q qq qqqq qq qq qqqq qqqq q q qq qq qq qq qqqq qqqq q q q qq qq qqqqq qq qqq qqqq q q qq qq qq qqqqqqq qqqq qq q qqq qqq q qqqqqq q qqqqqq q q qq qq qq qqq q qq qqqq q qq q q qqqq q q q qq qqqqqq qqq q qqq qsky$yq qq qq q qqqqqqq qqq qqqq qqq2000 q q qqq qq qqqqq q qqq q qq q q qqqqq qq q q qq q q qqqq qqq qq qq q q qq qq qq qqq qqqqq qqq q q qqqq qq qqq qq qq qqqqq q qqqq qq qq qqqqqq q qq q q qqq q q q q qq q qq q qqq qq qq qq qqq qqqq q q q q qq q qq qqqq qq qqq q q qqq qqq q qqqqq qqq qqqq qq qqqq q qqqq q q q qq qq qqq qq q q qq qq q qqqqqq1000qqqqqqq qq q q qq q q q q qqq q qqqqqq q q qqqq q qq q q qqq qq qqqq qqq q qqqqq q q qq qqqqqqq qqq q q qq q q qqq qqq qq qqq qq qq q q q qq q q qq qq qqq q qqq q qqqq qq qqq q q q qq q qq q qq qqqqqq qqqqqqq qq qqqqq q qqqqqq qqq q qqqq q q qqqq q qq q qq q qqqq q q q qqq qqqq q q q qqqq qq qq qq0q q Corey Chivers, 2012 bayesianbiologist.com 01000 2000 30004000 sky$x 6. Sky 6 qqqq q qqq q qqqqq qq qqqq qqq qqqq qq qq q4000 qqq q qq q qq qqq q q qqq qq qqqq q q qqq qq qq q q q qq qq q q q q q q qqq q q q qqq qqqq q qq qqqqqqqq qq qqqq q q qq qq q qq qqq q q q q q q q qqq qq qq q q qq qq qq q qq q q qqqqq q qq qqqq q q q qq qqqq qq q qqqqqq qqqqq q q qq qqqq qqqq q qq q qqqqq qq q qqq q qq q q qqq qq qq q q qq q q q q q q q qq qq q qq q q qqq qqqq qqq qqqqq q qq qqqq qq qqqq qqqqqq q qq qq qqq q qqqq qq q q qq q qqqqqq q qq q qq q q qqq3000q qq q q qqqqq q q q q qq q q q qqqqqq q q q q qqqqq q q qq q q q q qqq q qq qq qq qq qq qq q q qqq qqq q q q qq q qq q qqq qqq qq q qqqqq q q qqq q qq q qq q qqqq qqqq qq q qq qqq qq qqq qqq qq qq q q qq q qq qqqqq qqq qq q qq q q q q qqqqq q qq qq qq q q qq qqqq qq qq q qqqqq qq q qqqqq q qq qq q qq q qq q q q q qq qq q q q q qq qqq qq q qq q q q qqq qqq q q q qqqq qqq qqqqsky$y q q q q qq qqq qq qqqqq qq qqq q qqqq q qqq qqq qqq q2000q qqq qq q qqq qq qq qqqqq qqqq q q q qqqq qq qqqq qqq qq qqq q qq q q qq qq qq q qq qq q qq qq qqqqq qq q q qq qqq q qqq qqqq q qqqqqqq q qq q q q qq q qqqqqq qqqq q qqq q qq q q qqq q qqqq q qq q qqq qqq qqqqqqqqq qqqq q qq q qq q q q qqqq qqqq qqq q q q q q q q q q qq qqqqqq qq q q q q qqq q q qq q q qq q qq q q q qq q q q q q qqqq q q q q q q q qq qq q qq q qqqqqq qq qq q qq q qqqqq q qqq qqq qqq qqq q qqqqqqq q q qq qq qqq q qq q q qq q qqqq q q qqq1000 qqqq q q q qq q qq q q qq qqq qq qq q q q qqqqq q qq q q qq q qq q qqq qqqqq q qq q q q qq q q qqq q qq qq q q q q qqq q q qq q q qq q qqq q q q q qq q q qqqq q q q q q q q qq q qq q qqq q q qq qq qqqqq qqqqq q qqqqqqqq q q qqqq q qqqqqq qq q qqq qqq qqq q qq q qq q q q q q qqqqq qqq q q q q qqq q qqq qq q qqqqq q q q q qq qq q q q qqq qq qq q q qqqq q q qqq qqqq qqqq qqq q qqqqqqqqq qqq qqq qqq qq qqqq qqqq qqqq q q qqqqqq qqq q qqq qq q qq q q q qqqqq q qqq qq qq qqq q q q qqqqqq q q qq qq0q Corey Chivers, 2012 bayesianbiologist.com 01000 2000 30004000 sky$x 7. Sky 7 q q q q qq q q q q q q q qqq q qqq4000qqqq q qqq q q q q q q q q q q qq q q q q qqq qq q qq qq q q q q q q qqqq q q q qq q qq q q q q q q q q q qq qq q q qq q q q qqq q q q qq q q q q q qq q q q qqqq q qqqq q qqq qq qq q qqq qqq qq q q qqqqq q q qqq qq q qqq q q qq qq q qqqqq qq q q q qq q q qq q q q q q q qqq qq q qq q q q q q qqq q q qqqq qqqq q q qqq q q qqq q q qqq q qq qq q q q q q qqqq3000 qq q q qqq qq q q qqq qq q q q qq q q qq q qqq q q q qq qq q qqq q q q q q qqq q q qq q q q q q qq qq qq q qqqqq q qq q qq q q q q q q qqqqq qqq q q q q q qq q q q q qq q q q q qqqq qqq qq q q q q q q q q q qqq q q q qq q qqqq qqqqq qq q q q qq qq qq q q q qqq q qqq q q qq qqq q q q q q q q q q q q q q q qq qq qq q q q q q q qq q q qqsky$y qq q q q q q q qq qq qq q qq q q qq qq qq q q q q q q2000 q qq q q q q q qq q qq q q q q q q q q qqq qqq qqqqqq q qqq q q q q q q qq q q qq q q q q q q q q q q q qq qqq qqqq q q qqq q qq q q q qq q q q q q qqq qq q q qq q q q q qq qqqq q qqq q q q q q q qq q q q q qq q qqq q q qq q q q qq q q q q qq qqqqqq q q qqq q q q q q q q q q qq q q qqq q qqqq q q qq qq q qqq q qq qq q q q qqq q q q q q qq qq qq qq q q q q q q q qq qq q q q q q q q qqq q q q q qq qq qq q qq qq q q qq q1000 q q qqq qq q q qq qqq q q qqq q q qqq q q qqqq q q qq q qqq qq q qq qq q qq q q q q q q q q q q q q qq q q qq qqqqq qq qq q qq qqq qq q q q qq q q qq qqqqq qqq q q q q q q q qqqqq q q qq q q q qq q qqq qqq q qqq q q q qq q qqq q qqqq q q q q qq qqq qqq q qq q q qq q q qq qqqq q qq q q q q qq qqq q q q q qqq q qq qqqq q qqqqqq q qqq q q q q q qqq qq q qqqq qq q q q q qqq q q q q qqq qq qqq q qq q0 qCorey Chivers, 2012bayesianbiologist.com 0 1000200030004000 sky$x 8. Sky 8q qq q qq q qqq qqqqqq q q q q q q q q qqqq q q4000 qq qqqqq q q qqq q qqqq q q q q qqqq q q q qq q q qqq qqq q q q q q qq q qq q q qq q qq qqq qqqqqqqqqqqq q qqq qq q qqq qq qqqq qq q qqq q q qq qqq qqq q q qq q q q q qqq q qq qqqq q q q q q qq q qqq q q qq qq q q q qqqq qq q q qqq q qqq q qqq qqq qq qq qqqq q qqqq q q q qq q qqq q qq q q qqqq qq q q q q q q qqq q q q q qqqq q q qq qqq q q qqq qqqq qqq qq qqq qq qqq q q qq q qq qq q q q qq qqq q q qq qqq q q qqq qq q qq q qq q q qqqqqq qq qq q3000 qq q qq q q qq qqq qq q qqqq qq qqqqq qq q q q qqqq q qq qq q qq q qqq qq qqqqq q qqq qqqqq q q q qq qq qq qq q q q qqqq qqqq q q qq q qq q q q q qqq qqq q q qqq qqq q qqqqqq q qqq qq q q q q qq qqqqqqq qqqqq q qqq qqqq q qqqqq qqqqqq q q qq q qqq q q qq q qq qq q q qqqqqq q q qqq qq q qq q q q q qqq qq q qq q qq q q qq q qqqq q q q qqq qq q qqq q q q q qqqq qq q q qq q q qqqqqq q q qsky$y qqqq qq qqqq qqq qq q q q q qq qq q q q q q qqqq q q qq q q qq2000qq qq q q qq q q qq qq qqq qq q q q q qq qqqq q qqq qq q qqq q q q q q q qq qqq q q q q q qq q qqqqq q q qq qqqqqq qq q q qqqqq q qqqqq q qqqq qqq qq q qq q q qq q q q q q q qqqqq qq qq qqq qq qqq qqq qq qqqq qq qq q qq qq q q q qqq q qqq q qq qq q q qqqqqqq qq qqq qqq qq qq qqq qq qq qqqq qqqq q q q q q qq q qq q q qqq q q q q q qqqq q qqqq qq qq qq q qqq qqqqqq q q q qqqqq qq q qq qqq qq qqq q q qq qqq qq q1000 q qq qq q qq q q q qq qq qqqqqq q q q q qq qqq q q q qqq q qq q q qqq q qq q q qq q qqq q q qqq qqqq q qq qq q q qqqq qq q qq q qqq qq q qqqq q q qqqqq q q q q q qqq q qqq q q q q qqqq q q q q q q qqqq qqq q q q qq qq q qqqq qq q qq qq q qqqqq q qqqqq q q qqqq qqqqq qq qqq q qq q qqqq q q q q qq qqq q q qq qq q q q qq qq q q q q qqq q qq q qqqq q qq qqq q q q qq q q qq qqq q qq q q q q q q qq q qqqqqq q qqq q q qq qq qq q qqq qq qqq q qq q q q q q q q q qq q q q q0q qq Corey Chivers, 2012 bayesianbiologist.com 0 1000 200030004000sky$x 9. Sky 9q q q q qqq qq qqqq q q qq q qqq qq4000qqqq qq qq q qq qq q qqq qqqqq q q q qq q qqq qqq q q q qqq q q q q qq qq q q q qq q q q q q q qqq qq qq qq q q q q q qq qq q qqq qq qqqq q q q q qqq qqqq qq qq qq q q q qq qqqqq q q q qq qqq qq q qq q qq q qqq q q q q q qq q qqqqq q q qqq q q qq qqqqq qq qq q qqqq q q qq q qq qqq q qq qq qqq q qqq qq q qq q q q qq qq qqqqq qq q q q q qq q q q q q q q qqq q qq qq qq q qq qqqq qqqqq q qq q q q q q q qq q qq qqq qq qqqqq q q q qq q3000q qqq q qqqq qq q q qqqqq q q qqqq qqqqq qqqq q q qq qq qqqq qq qqq q qq q qqq qq q qqqqq q q qq qq qqq q q qq qqq q qq qqqqqq q q qq q qq qqq q qqq q q q qqq qqqq qq q q q q qqq q q q qqq q q q q qq qq q qq qq qqqq qqq q qq q q qqqqqqqqq q q qq qq q qq q q qq q qq qqqq q qq q qq q q q q q q q q q q qq q qqq qq q q q qq qqq q qqqq qqqqqq qqqq qqqq qqq q q qqqq qqqqqsky$y q q qqq q qqq q qqq qq q qqqq qq qq qqq q qq2000 q q q qq q q q q qqq q q q qq qq qq q qqq qqqq q q q q q q q q q q qq q qq qqq qq q qqq q qqq q q q q q qq q q q q q qqq qq q q q qqq qq q qq q qq q q q q qqq q q qq qqq q qq q qq q qq q qqqq q q q q q q qqq q qq q qqqq qq q q q qqq q qqqqq q q q q q q qqq q qqq qq q q q q q q q qqq q qq q q q qqq qq qq qq q q qqq q q qq q qqqq q q qq q qq q qq q q q q q qqqq q q q qqqqq q qq q qq qqq qqqq qq qqqqq q qqqqq q1000 q q q qq q qq q qq q q qqqqq qqqq q qqqq qq qqqqqqqq q q qqqqq q qqq qq qq q q q q qq q qqq q q qq qqq q qq q q q q q q q q q q q q q q qqqq qqqqq qq q q q q q q q q qq q q qq q q q q qqq qqqq qqq qq q qq qq q q qqqqqqq qqq q qq qq q q q q qqq q qq qqqqq q q q q qqq q qqq q q q qqqqq qq q qqqq qq q qqqq q q q qq q qq q q q q q qq qqq q q q qq qq qq q q q q qq q qq q qqq q qq qqqq qqqq q q q q qqqq q qq q qqq q q qqq q qq qq q qqq q qqq qq qq qqqq q q qq qqq qq qq q q qq q q q q0 qqqCorey Chivers, 2012bayesianbiologist.com 01000 200030004000 sky$x 10. Sky 10qq q q qq q q q q4000 q q qqq q q qqq qq q q q q q q q q qq q q q q q q qq qq q qqq q q qqq q qq qq q q q qq q qq q q qq qq q q qqq q q q qq q qqqq q q q q q q q q q q qq q q q qq qq q q qq q qq q qqq qqqq q qqq q q q q q qqq q qqq qqq qqq qq q q q q qq q q q q qq q qq qqq q qq q q qq q3000 qq qq q q q q qq qq q qqq q q qqqq q q q qq q q q q q q q q q q q qq q q qq qqq qq q q q q q qqq q qq q q q q qq qq q q q q q q q q q q q q q q qqqq q q q q q q q q q q q q q q q q q qq q qq q q q q qqq q q qqq q qq qqqq q q q q qq q q q q qq q qqqsky$y q q