MLS Scoring Chance vs Salary  (dataviz + d3 + Scatterplot + Slopegraph)

MLS Scoring Chance vs Salary (dataviz + d3 + Scatterplot + Slopegraph)

2011-2016 MLS Forwards with atleast 60 shots on goal.

Interactive link here

Scatterplot: Scoring Chance vs Salary. Radius of circles based on Goals Scored.

Scatterplot: Scoring Chance vs Salary. Radius of circles based on Goals Scored.

Slopegraph:  Blue players are underpaid players, who scoring chance % more than the average. Red players are paid above average player, but whose scoring chance % is less than average.  Green players are paid above average and have a scoring chance above average Black players are paid below average and have a scoring chance below average

Slopegraph: 
Blue players are underpaid players, who scoring chance % more than the average.
Red players are paid above average player, but whose scoring chance % is less than average. 
Green players are paid above average and have a scoring chance above average
Black players are paid below average and have a scoring chance below average

An attempt at fivethirtyeight's CARMELO model applied to NHL Forward Clustering (Python + Pandas + NumPy + Seaborn + Bokeh)