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/*
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* Linear regression curve
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*/
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var log = require('../../core/log');
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var Indicator = function(settings) {
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this.input = 'price';
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this.depth = settings;
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this.result = false;
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this.age = 0;
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this.history = [];
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this.x = [];
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/*
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* Do not use array(depth) as it might not be implemented
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*/
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for (var i = 0; i < this.depth; i++) {
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this.history.push(0.0);
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this.x.push(i);
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}
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// log.debug("Created LRC indicator with h: ", this.depth);
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}
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Indicator.prototype.update = function(price) {
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// We need sufficient history to get the right result.
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if(this.result === false && this.age < this.depth) {
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this.history[this.age] = price;
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this.age++;
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this.result = false;
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// log.debug("Waiting for sufficient age: ", this.age, " out of ", this.depth);
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//
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return;
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}
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this.age++;
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// shift history
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for (var i = 0; i < (this.depth - 1); i++) {
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this.history[i] = this.history[i+1];
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}
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this.history[this.depth-1] = price;
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this.calculate(price);
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// log.debug("Checking LRC: ", this.result.toFixed(8), "\tH: ", this.age);
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return;
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}
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/*
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* Least squares linear regression fitting.
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*/
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function linreg(values_x, values_y) {
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var sum_x = 0;
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var sum_y = 0;
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var sum_xy = 0;
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var sum_xx = 0;
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var count = 0;
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/*
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* We'll use those variables for faster read/write access.
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*/
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var x = 0;
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var y = 0;
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var values_length = values_x.length;
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if (values_length != values_y.length) {
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throw new Error('The parameters values_x and values_y need to have same size!');
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}
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/*
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* Nothing to do.
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*/
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if (values_length === 0) {
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return [ [], [] ];
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}
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/*
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* Calculate the sum for each of the parts necessary.
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*/
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for (var v = 0; v < values_length; v++) {
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x = values_x[v];
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y = values_y[v];
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sum_x += x;
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sum_y += y;
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sum_xx += x*x;
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sum_xy += x*y;
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count++;
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}
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/*
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* Calculate m and b for the formular:
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* y = x * m + b
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*/
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var m = (count*sum_xy - sum_x*sum_y) / (count*sum_xx - sum_x*sum_x);
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var b = (sum_y/count) - (m*sum_x)/count;
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return [m, b];
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}
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/*
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* Handle calculations
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*/
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Indicator.prototype.calculate = function(price) {
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// get the reg
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var reg = linreg(this.x, this.history);
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// y = a * x + b
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this.result = ((this.depth-1) * reg[0]) + reg[1];
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}
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module.exports = Indicator;
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