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- /**
- * @license Highstock JS v8.2.0 (2020-08-20)
- *
- * Indicator series type for Highstock
- *
- * (c) 2010-2019 Kamil Kulig
- *
- * License: www.highcharts.com/license
- */
- 'use strict';
- (function (factory) {
- if (typeof module === 'object' && module.exports) {
- factory['default'] = factory;
- module.exports = factory;
- } else if (typeof define === 'function' && define.amd) {
- define('highcharts/indicators/regressions', ['highcharts', 'highcharts/modules/stock'], function (Highcharts) {
- factory(Highcharts);
- factory.Highcharts = Highcharts;
- return factory;
- });
- } else {
- factory(typeof Highcharts !== 'undefined' ? Highcharts : undefined);
- }
- }(function (Highcharts) {
- var _modules = Highcharts ? Highcharts._modules : {};
- function _registerModule(obj, path, args, fn) {
- if (!obj.hasOwnProperty(path)) {
- obj[path] = fn.apply(null, args);
- }
- }
- _registerModule(_modules, 'Stock/Indicators/RegressionIndicators.js', [_modules['Core/Utilities.js']], function (U) {
- /**
- *
- * (c) 2010-2020 Kamil Kulig
- *
- * License: www.highcharts.com/license
- *
- * !!!!!!! SOURCE GETS TRANSPILED BY TYPESCRIPT. EDIT TS FILE ONLY. !!!!!!!
- *
- * */
- var isArray = U.isArray,
- seriesType = U.seriesType;
- /**
- * Linear regression series type.
- *
- * @private
- * @class
- * @name Highcharts.seriesTypes.linearregression
- *
- * @augments Highcharts.Series
- */
- seriesType('linearRegression', 'sma',
- /**
- * Linear regression indicator. This series requires `linkedTo` option to be
- * set.
- *
- * @sample {highstock} stock/indicators/linear-regression
- * Linear regression indicator
- *
- * @extends plotOptions.sma
- * @since 7.0.0
- * @product highstock
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @optionparent plotOptions.linearregression
- */
- {
- params: {
- /**
- * Unit (in milliseconds) for the x axis distances used to compute
- * the regression line paramters (slope & intercept) for every
- * range. In Highstock the x axis values are always represented in
- * milliseconds which may cause that distances between points are
- * "big" integer numbers.
- *
- * Highstock's linear regression algorithm (least squares method)
- * will utilize these "big" integers for finding the slope and the
- * intercept of the regression line for each period. In consequence,
- * this value may be a very "small" decimal number that's hard to
- * interpret by a human.
- *
- * For instance: `xAxisUnit` equealed to `86400000` ms (1 day)
- * forces the algorithm to treat `86400000` as `1` while computing
- * the slope and the intercept. This may enchance the legiblitity of
- * the indicator's values.
- *
- * Default value is the closest distance between two data points.
- *
- * @sample {highstock} stock/plotoptions/linear-regression-xaxisunit
- * xAxisUnit set to 1 minute
- *
- * @example
- * // In Liniear Regression Slope Indicator series `xAxisUnit` is
- * // `86400000` (1 day) and period is `3`. There're 3 points in the
- * // base series:
- *
- * data: [
- * [Date.UTC(2020, 0, 1), 1],
- * [Date.UTC(2020, 0, 2), 3],
- * [Date.UTC(2020, 0, 3), 5]
- * ]
- *
- * // This will produce one point in the indicator series that has a
- * // `y` value of `2` (slope of the regression line). If we change
- * // the `xAxisUnit` to `1` (ms) the value of the indicator's point
- * // will be `2.3148148148148148e-8` which is harder to interpert
- * // for a human.
- *
- * @type {number}
- * @product highstock
- */
- xAxisUnit: void 0
- },
- tooltip: {
- valueDecimals: 4
- }
- },
- /**
- * @lends Highcharts.Series#
- */
- {
- nameBase: 'Linear Regression Indicator',
- /**
- * Return the slope and intercept of a straight line function.
- * @private
- * @param {Highcharts.LinearRegressionIndicator} this indicator to use
- * @param {Array<number>} xData - list of all x coordinates in a period
- * @param {Array<number>} yData - list of all y coordinates in a period
- * @return {Highcharts.RegressionLineParametersObject}
- * object that contains the slope and the intercept
- * of a straight line function
- */
- getRegressionLineParameters: function (xData, yData) {
- // least squares method
- var yIndex = this.options.params.index,
- getSingleYValue = function (yValue,
- yIndex) {
- return isArray(yValue) ? yValue[yIndex] : yValue;
- }, xSum = xData.reduce(function (accX, val) {
- return val + accX;
- }, 0), ySum = yData.reduce(function (accY, val) {
- return getSingleYValue(val, yIndex) + accY;
- }, 0), xMean = xSum / xData.length, yMean = ySum / yData.length, xError, yError, formulaNumerator = 0, formulaDenominator = 0, i, slope;
- for (i = 0; i < xData.length; i++) {
- xError = xData[i] - xMean;
- yError = getSingleYValue(yData[i], yIndex) - yMean;
- formulaNumerator += xError * yError;
- formulaDenominator += Math.pow(xError, 2);
- }
- slope = formulaDenominator ?
- formulaNumerator / formulaDenominator : 0; // don't divide by 0
- return {
- slope: slope,
- intercept: yMean - slope * xMean
- };
- },
- /**
- * Return the y value on a straight line.
- * @private
- * @param {Highcharts.RegressionLineParametersObject} lineParameters
- * object that contains the slope and the intercept
- * of a straight line function
- * @param {number} endPointX - x coordinate of the point
- * @return {number} - y value of the point that lies on the line
- */
- getEndPointY: function (lineParameters, endPointX) {
- return lineParameters.slope * endPointX + lineParameters.intercept;
- },
- /**
- * Transform the coordinate system so that x values start at 0 and
- * apply xAxisUnit.
- * @private
- * @param {Array<number>} xData - list of all x coordinates in a period
- * @param {number} xAxisUnit - option (see the API)
- * @return {Array<number>} - array of transformed x data
- */
- transformXData: function (xData, xAxisUnit) {
- var xOffset = xData[0];
- return xData.map(function (xValue) {
- return (xValue - xOffset) / xAxisUnit;
- });
- },
- /**
- * Find the closest distance between points in the base series.
- * @private
- * @param {Array<number>} xData
- list of all x coordinates in the base series
- * @return {number} - closest distance between points in the base series
- */
- findClosestDistance: function (xData) {
- var distance,
- closestDistance,
- i;
- for (i = 1; i < xData.length - 1; i++) {
- distance = xData[i] - xData[i - 1];
- if (distance > 0 &&
- (typeof closestDistance === 'undefined' ||
- distance < closestDistance)) {
- closestDistance = distance;
- }
- }
- return closestDistance;
- },
- // Required to be implemented - starting point for indicator's logic
- getValues: function (baseSeries, regressionSeriesParams) {
- var xData = baseSeries.xData,
- yData = baseSeries.yData,
- period = regressionSeriesParams.period,
- lineParameters,
- i,
- periodStart,
- periodEnd,
- // format required to be returned
- indicatorData = {
- xData: [],
- yData: [],
- values: []
- },
- endPointX,
- endPointY,
- periodXData,
- periodYData,
- periodTransformedXData,
- xAxisUnit = this.options.params.xAxisUnit ||
- this.findClosestDistance(xData);
- // Iteration logic: x value of the last point within the period
- // (end point) is used to represent the y value (regression)
- // of the entire period.
- for (i = period - 1; i <= xData.length - 1; i++) {
- periodStart = i - period + 1; // adjusted for slice() function
- periodEnd = i + 1; // (as above)
- endPointX = xData[i];
- periodXData = xData.slice(periodStart, periodEnd);
- periodYData = yData.slice(periodStart, periodEnd);
- periodTransformedXData = this.transformXData(periodXData, xAxisUnit);
- lineParameters = this.getRegressionLineParameters(periodTransformedXData, periodYData);
- endPointY = this.getEndPointY(lineParameters, periodTransformedXData[periodTransformedXData.length - 1]);
- // @todo this is probably not used anywhere
- indicatorData.values.push({
- regressionLineParameters: lineParameters,
- x: endPointX,
- y: endPointY
- });
- indicatorData.xData.push(endPointX);
- indicatorData.yData.push(endPointY);
- }
- return indicatorData;
- }
- });
- /**
- * A linear regression series. If the [type](#series.linearregression.type)
- * option is not specified, it is inherited from [chart.type](#chart.type).
- *
- * @extends series,plotOptions.linearregression
- * @since 7.0.0
- * @product highstock
- * @excluding dataParser,dataURL
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @apioption series.linearregression
- */
- /* ************************************************************************** */
- /**
- * The Linear Regression Slope series type.
- *
- * @private
- * @class
- * @name Highcharts.seriesTypes.linearRegressionSlope
- *
- * @augments Highcharts.Series
- */
- seriesType('linearRegressionSlope', 'linearRegression',
- /**
- * Linear regression slope indicator. This series requires `linkedTo`
- * option to be set.
- *
- * @sample {highstock} stock/indicators/linear-regression-slope
- * Linear regression slope indicator
- *
- * @extends plotOptions.linearregression
- * @since 7.0.0
- * @product highstock
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @optionparent plotOptions.linearregressionslope
- */
- {},
- /**
- * @lends Highcharts.Series#
- */
- {
- nameBase: 'Linear Regression Slope Indicator',
- getEndPointY: function (lineParameters) {
- return lineParameters.slope;
- }
- });
- /**
- * A linear regression slope series. If the
- * [type](#series.linearregressionslope.type) option is not specified, it is
- * inherited from [chart.type](#chart.type).
- *
- * @extends series,plotOptions.linearregressionslope
- * @since 7.0.0
- * @product highstock
- * @excluding dataParser,dataURL
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @apioption series.linearregressionslope
- */
- /* ************************************************************************** */
- /**
- * The Linear Regression Intercept series type.
- *
- * @private
- * @class
- * @name Highcharts.seriesTypes.linearRegressionIntercept
- *
- * @augments Highcharts.Series
- */
- seriesType('linearRegressionIntercept', 'linearRegression',
- /**
- * Linear regression intercept indicator. This series requires `linkedTo`
- * option to be set.
- *
- * @sample {highstock} stock/indicators/linear-regression-intercept
- * Linear intercept slope indicator
- *
- * @extends plotOptions.linearregression
- * @since 7.0.0
- * @product highstock
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @optionparent plotOptions.linearregressionintercept
- */
- {},
- /**
- * @lends Highcharts.Series#
- */
- {
- nameBase: 'Linear Regression Intercept Indicator',
- getEndPointY: function (lineParameters) {
- return lineParameters.intercept;
- }
- });
- /**
- * A linear regression intercept series. If the
- * [type](#series.linearregressionintercept.type) option is not specified, it is
- * inherited from [chart.type](#chart.type).
- *
- * @extends series,plotOptions.linearregressionintercept
- * @since 7.0.0
- * @product highstock
- * @excluding dataParser,dataURL
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @apioption series.linearregressionintercept
- */
- /* ************************************************************************** */
- /**
- * The Linear Regression Angle series type.
- *
- * @private
- * @class
- * @name Highcharts.seriesTypes.linearRegressionAngle
- *
- * @augments Highcharts.Series
- */
- seriesType('linearRegressionAngle', 'linearRegression',
- /**
- * Linear regression angle indicator. This series requires `linkedTo`
- * option to be set.
- *
- * @sample {highstock} stock/indicators/linear-regression-angle
- * Linear intercept angle indicator
- *
- * @extends plotOptions.linearregression
- * @since 7.0.0
- * @product highstock
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @optionparent plotOptions.linearregressionangle
- */
- {
- tooltip: {
- pointFormat: '<span style="color:{point.color}">\u25CF</span>' +
- '{series.name}: <b>{point.y}°</b><br/>'
- }
- },
- /**
- * @lends Highcharts.Series#
- */
- {
- nameBase: 'Linear Regression Angle Indicator',
- /**
- * Convert a slope of a line to angle (in degrees) between
- * the line and x axis
- * @private
- * @param {number} slope of the straight line function
- * @return {number} angle in degrees
- */
- slopeToAngle: function (slope) {
- return Math.atan(slope) * (180 / Math.PI); // rad to deg
- },
- getEndPointY: function (lineParameters) {
- return this.slopeToAngle(lineParameters.slope);
- }
- });
- /**
- * A linear regression intercept series. If the
- * [type](#series.linearregressionangle.type) option is not specified, it is
- * inherited from [chart.type](#chart.type).
- *
- * @extends series,plotOptions.linearregressionangle
- * @since 7.0.0
- * @product highstock
- * @excluding dataParser,dataURL
- * @requires stock/indicators/indicators
- * @requires stock/indicators/regressions
- * @apioption series.linearregressionangle
- */
- ''; // to include the above in the js output
- });
- _registerModule(_modules, 'masters/indicators/regressions.src.js', [], function () {
- });
- }));
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