import { determination } from "./utils/determination"; import { interpose } from "./utils/interpose"; import { ols } from "./utils/ols"; import { visitPoints } from "./utils/points"; export default function() { let x = d => d[0], y = d => d[1], domain; function power(data){ let n = 0, X = 0, Y = 0, XY = 0, X2 = 0, YS = 0, xmin = domain ? +domain[0] : Infinity, xmax = domain ? +domain[1] : -Infinity; visitPoints(data, x, y, (dx, dy) => { const lx = Math.log(dx), ly = Math.log(dy); ++n; X += (lx - X) / n; Y += (ly - Y) / n; XY += (lx * ly - XY) / n; X2 += (lx * lx - X2) / n; YS += (dy - YS) / n; if (!domain){ if (dx < xmin) xmin = dx; if (dx > xmax) xmax = dx; } }); let [a, b] = ols(X, Y, XY, X2); a = Math.exp(a); const fn = x => a * Math.pow(x, b), out = interpose(xmin, xmax, fn); out.a = a; out.b = b; out.predict = fn; out.rSquared = determination(data, x, y, YS, fn); return out; } power.domain = function(arr){ return arguments.length ? (domain = arr, power) : domain; } power.x = function(fn){ return arguments.length ? (x = fn, power) : x; } power.y = function(fn){ return arguments.length ? (y = fn, power) : y; } return power; }