FIX: Changing tests based on sample update
FIX: Fixing API notes
ENH: Adding plot_drop_log() viz function
STY: Use Counter
STY: Updating whats new
Merge pull request #441 from Eric89GXL/sample-updates

FIX: Changing tests based on sample update
ENH: Better style
Merge pull request #442 from Eric89GXL/plot-drops

ENH: Adding plot_drop_log() viz function