KDEplot - Seaborn

We talk much more about KDE. I explain KDE bandwidth optimization as well as the role of kernel functions in KDE. I then show off seaborn's visualization tools surrounding KDE.

Associated Github Commit:
https://github.com/knathanieltucker/s...

KDE bandwidths and kernels:
http://compdiag.molgen.mpg.de/docs/ta...
http://homepages.inf.ed.ac.uk/rbf/CVo...
http://stats.stackexchange.com/questi...
http://www.mvstat.net/tduong/research...
https://en.wikipedia.org/wiki/Kernel_...
https://en.wikipedia.org/wiki/Kernel_...

Scott vs. Silverman:
http://stats.stackexchange.com/questi...

Seaborn KDE plot:
http://seaborn.pydata.org/generated/s...
http://seaborn.pydata.org/tutorial/di...

Rug Plot
http://seaborn.pydata.org/generated/s...