Created
June 18, 2012 15:04
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Plotting a line of best fit using linear regression in CoffeeScript with Raphael JS
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$ -> | |
new ScatterGraph "scattergraph" | |
class ScatterGraph | |
constructor : (target) -> | |
@paper = Raphael target | |
bg = @paper.rect 0, 0, 500, 500 | |
bg.attr | |
stroke : "none" | |
fill : "#f0f0f0" | |
@points = [] | |
@drawAxes() | |
$(bg.node).on "click", (event) => | |
@points.push(new Point(event.offsetX, event.offsetY).plot @paper) | |
@len = @points.length | |
@plotLinearRegression() | |
drawAxes : -> | |
@paper.path "M0,0L0,500" | |
@paper.path "M0,500L500,500" | |
plotLinearRegression : => | |
return unless @len > 1 | |
sumX = 0 | |
sumY = 0 | |
sumXY = 0 | |
sumX2 = 0 | |
sumX += point.x for point in @points | |
sumY += point.y for point in @points | |
sumXY += point.x * point.y for point in @points | |
sumX2 += point.x * point.x for point in @points | |
div = (@len * sumX2) - (sumX * sumX) | |
intercept = ((sumY * sumX2) - (sumX * sumXY)) / div | |
slope = ((@len * sumXY) - (sumX * sumY)) / div | |
getPoint = (x) -> | |
"#{x}," + (intercept + (x * slope)) | |
@bestFit.remove() if @bestFit | |
@bestFit = @paper.path "M#{getPoint 0}L#{getPoint 500}" | |
class Point | |
constructor : (x, y) -> | |
@x = x | |
@y = y | |
plot : (paper) -> | |
paper.circle @x, @y, 5 | |
@ |
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