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| define(["require", "exports", "../series/chart-series", "../../common/utils/helper", "@syncfusion/ej2-base"], function (require, exports, chart_series_1, helper_1, ej2_base_1) {
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Trendlines = (function () {
function Trendlines() {
}
Trendlines.prototype.initSeriesCollection = function (trendline, chart) {
var trendLineSeries = new chart_series_1.Series(trendline, 'targetSeries', {}, true);
if (trendline.type === 'Linear' || trendline.type === 'MovingAverage') {
trendLineSeries.type = 'Line';
}
else {
trendLineSeries.type = 'Spline';
}
this.setSeriesProperties(trendLineSeries, trendline, trendline.type, trendline.fill, trendline.width, chart);
};
Trendlines.prototype.setSeriesProperties = function (series, trendline, name, fill, width, chart) {
series.name = trendline.name;
series.xName = 'x';
series.yName = 'y';
series.fill = fill || 'blue';
series.width = width;
series.dashArray = trendline.dashArray;
series.clipRectElement = trendline.clipRectElement;
series.points = [];
series.enableTooltip = trendline.enableTooltip;
series.index = trendline.index;
series.sourceIndex = trendline.sourceIndex;
series.interior = series.fill;
series.animation = trendline.animation;
series.legendShape = 'HorizontalLine';
series.marker = trendline.marker;
series.category = 'TrendLine';
series.chart = chart;
series.xMin = Infinity;
series.xMax = -Infinity;
series.yMin = Infinity;
series.yMax = -Infinity;
series.xData = [];
series.yData = [];
trendline.targetSeries = series;
Iif (chart.isBlazor) {
trendline.targetSeries.border = {};
trendline.targetSeries.connector = {};
}
};
Trendlines.prototype.createTrendLineElements = function (chart, trendline, index, element, clipRectElement) {
trendline.trendLineElement = element;
trendline.targetSeries.clipRectElement = clipRectElement;
trendline.targetSeries.seriesElement = element;
if (chart.trendLineElements) {
chart.trendLineElements.appendChild(trendline.trendLineElement);
}
};
Trendlines.prototype.getDataPoint = function (x, y, series, index) {
var trendPoint = new chart_series_1.Points();
trendPoint.x = series.xAxis.valueType === 'DateTime' ? new Date(Number(x)) : x;
trendPoint.y = y;
trendPoint.xValue = Number(x);
trendPoint.color = series.fill;
trendPoint.index = index;
trendPoint.yValue = Number(y);
trendPoint.visible = true;
series.xMin = Math.min(series.xMin, trendPoint.xValue);
series.yMin = Math.min(series.yMin, trendPoint.yValue);
series.xMax = Math.max(series.xMax, trendPoint.xValue);
series.yMax = Math.max(series.yMax, trendPoint.yValue);
series.xData.push(trendPoint.xValue);
return trendPoint;
};
Trendlines.prototype.findSlopeIntercept = function (xValues, yValues, trendline, points) {
var xAvg = 0;
var yAvg = 0;
var xyAvg = 0;
var xxAvg = 0;
var index = 0;
var slope = 0;
var intercept = 0;
while (index < points.length) {
if (isNaN(yValues[index])) {
yValues[index] = ((yValues[index - 1] + yValues[index + 1]) / 2);
}
xAvg += xValues[index];
yAvg += yValues[index];
xyAvg += xValues[index] * yValues[index];
xxAvg += xValues[index] * xValues[index];
index++;
}
var type = trendline.type;
if (trendline.intercept && (type === 'Linear' || type === 'Exponential')) {
intercept = trendline.intercept;
switch (type) {
case 'Linear':
slope = ((xyAvg) - (trendline.intercept * xAvg)) / xxAvg;
break;
case 'Exponential':
slope = ((xyAvg) - (Math.log(Math.abs(trendline.intercept)) * xAvg)) / xxAvg;
break;
}
}
else {
slope = ((points.length * xyAvg) - (xAvg * yAvg)) / ((points.length * xxAvg) - (xAvg * xAvg));
slope = (type === 'Linear' ? slope : Math.abs(slope));
if (type === 'Exponential' || type === 'Power') {
intercept = Math.exp((yAvg - (slope * xAvg)) / points.length);
}
else {
intercept = (yAvg - (slope * xAvg)) / points.length;
}
}
return { slope: slope, intercept: intercept };
};
Trendlines.prototype.initDataSource = function (trendline) {
var points = trendline.points;
if (points && points.length) {
var trendlineSeries = trendline.targetSeries;
switch (trendline.type) {
case 'Linear':
this.setLinearRange(points, trendline, trendlineSeries);
break;
case 'Exponential':
this.setExponentialRange(points, trendline, trendlineSeries);
break;
case 'MovingAverage':
this.setMovingAverageRange(points, trendline, trendlineSeries);
break;
case 'Polynomial':
this.setPolynomialRange(points, trendline, trendlineSeries);
break;
case 'Power':
this.setPowerRange(points, trendline, trendlineSeries);
break;
case 'Logarithmic':
this.setLogarithmicRange(points, trendline, trendlineSeries);
break;
}
if (trendline.type !== 'Linear' && trendline.type !== 'MovingAverage') {
trendlineSeries.chart.splineSeriesModule.findSplinePoint(trendlineSeries);
}
}
};
Trendlines.prototype.setExponentialRange = function (points, trendline, series) {
var xValue = [];
var yValue = [];
var index = 0;
while (index < points.length) {
var point = points[index];
var yDataValue = point.yValue ? Math.log(point.yValue) : 0;
xValue.push(point.xValue);
yValue.push(yDataValue);
index++;
}
var slopeIntercept = this.findSlopeIntercept(xValue, yValue, trendline, points);
series.points = this.getExponentialPoints(trendline, points, xValue, yValue, series, slopeIntercept);
};
Trendlines.prototype.setLogarithmicRange = function (points, trendline, series) {
var xLogValue = [];
var yLogValue = [];
var xPointsLgr = [];
var index = 0;
while (index < points.length) {
var point = points[index];
var xDataValue = point.xValue ? Math.log(point.xValue) : 0;
xPointsLgr.push(point.xValue);
xLogValue.push(xDataValue);
yLogValue.push(point.yValue);
index++;
}
var slopeIntercept = this.findSlopeIntercept(xLogValue, yLogValue, trendline, points);
series.points = this.getLogarithmicPoints(trendline, points, xPointsLgr, yLogValue, series, slopeIntercept);
};
Trendlines.prototype.setPolynomialRange = function (points, trendline, series) {
var xPolyValues = [];
var yPolyValues = [];
var index = 0;
while (index < points.length) {
var point = points[index];
xPolyValues.push(point.xValue);
yPolyValues.push(point.yValue);
index++;
}
series.points = this.getPolynomialPoints(trendline, points, xPolyValues, yPolyValues, series);
};
Trendlines.prototype.setPowerRange = function (points, trendline, series) {
var xValues = [];
var yValues = [];
var powerPoints = [];
var index = 0;
while (index < points.length) {
var point = points[index];
var xDataValue = point.xValue ? Math.log(point.xValue) : 0;
var yDataValue = point.yValue ? Math.log(point.yValue) : 0;
powerPoints.push(point.xValue);
xValues.push(xDataValue);
yValues.push(yDataValue);
index++;
}
var slopeIntercept = this.findSlopeIntercept(xValues, yValues, trendline, points);
series.points = this.getPowerPoints(trendline, points, powerPoints, yValues, series, slopeIntercept);
};
Trendlines.prototype.setLinearRange = function (points, trendline, series) {
var xValues = [];
var yValues = [];
var index = 0;
while (index < points.length) {
var point = points[index];
xValues.push(point.xValue);
yValues.push(point.yValue);
index++;
}
var slopeIntercept = this.findSlopeIntercept(xValues, yValues, trendline, points);
series.points = this.getLinearPoints(trendline, points, xValues, yValues, series, slopeIntercept);
};
Trendlines.prototype.setMovingAverageRange = function (points, trendline, series) {
var xValues = [];
var yValues = [];
var xAvgValues = [];
var index = 0;
while (index < points.length) {
var point = points[index];
xAvgValues.push(point.xValue);
xValues.push(index + 1);
yValues.push(point.yValue);
index++;
}
series.points = this.getMovingAveragePoints(trendline, points, xAvgValues, yValues, series);
};
Trendlines.prototype.getLogarithmicPoints = function (trendline, points, xValues, yValues, series, slopeInterceptLog) {
var midPoint = Math.round((points.length / 2));
var pts = [];
var x1Log = xValues[0] - trendline.backwardForecast;
var x1 = x1Log ? Math.log(x1Log) : 0;
var y1Log = slopeInterceptLog.intercept + (slopeInterceptLog.slope * x1);
var x2Log = xValues[midPoint - 1];
var x2 = x2Log ? Math.log(x2Log) : 0;
var y2Log = slopeInterceptLog.intercept + (slopeInterceptLog.slope * x2);
var x3Log = xValues[xValues.length - 1] + trendline.forwardForecast;
var x3 = x3Log ? Math.log(x3Log) : 0;
var y3Log = slopeInterceptLog.intercept + (slopeInterceptLog.slope * x3);
pts.push(this.getDataPoint(x1Log, y1Log, series, pts.length));
pts.push(this.getDataPoint(x2Log, y2Log, series, pts.length));
pts.push(this.getDataPoint(x3Log, y3Log, series, pts.length));
return pts;
};
Trendlines.prototype.getPowerPoints = function (trendline, points, xValues, yValues, series, slopeInterceptPower) {
var midPoint = Math.round((points.length / 2));
var pts = [];
var x1 = xValues[0] - trendline.backwardForecast;
x1 = x1 > -1 ? x1 : 0;
var y1 = slopeInterceptPower.intercept * Math.pow(x1, slopeInterceptPower.slope);
var x2 = xValues[midPoint - 1];
var y2 = slopeInterceptPower.intercept * Math.pow(x2, slopeInterceptPower.slope);
var x3 = xValues[xValues.length - 1] + trendline.forwardForecast;
var y3 = slopeInterceptPower.intercept * Math.pow(x3, slopeInterceptPower.slope);
pts.push(this.getDataPoint(x1, y1, series, pts.length));
pts.push(this.getDataPoint(x2, y2, series, pts.length));
pts.push(this.getDataPoint(x3, y3, series, pts.length));
return pts;
};
Trendlines.prototype.getPolynomialPoints = function (trendline, points, xValues, yValues, series) {
var pts = [];
var polynomialOrder = points.length <= trendline.polynomialOrder ? points.length : trendline.polynomialOrder;
polynomialOrder = Math.max(2, polynomialOrder);
polynomialOrder = Math.min(6, polynomialOrder);
trendline.polynomialOrder = polynomialOrder;
trendline.polynomialSlopes = [];
trendline.polynomialSlopes.length = trendline.polynomialOrder + 1;
var index = 0;
while (index < xValues.length) {
var xVal = xValues[index];
var yVal = yValues[index];
var subIndex = 0;
while (subIndex <= trendline.polynomialOrder) {
if (!trendline.polynomialSlopes[subIndex]) {
trendline.polynomialSlopes[subIndex] = 0;
}
trendline.polynomialSlopes[subIndex] += Math.pow(xVal, subIndex) * yVal;
++subIndex;
}
index++;
}
var numArray = [];
numArray.length = 1 + 2 * trendline.polynomialOrder;
var matrix = [];
matrix.length = trendline.polynomialOrder + 1;
var newIndex = 0;
while (newIndex < (trendline.polynomialOrder + 1)) {
matrix[newIndex] = [];
matrix[newIndex].length = 3;
newIndex++;
}
var nIndex = 0;
while (nIndex < xValues.length) {
var d = xValues[nIndex];
var num2 = 1.0;
var nIndex2 = 0;
while (nIndex2 < numArray.length) {
if (!numArray[nIndex2]) {
numArray[nIndex2] = 0;
}
numArray[nIndex2] += num2;
num2 *= d;
++nIndex2;
}
++nIndex;
}
var nnIndex = 0;
while (nnIndex <= trendline.polynomialOrder) {
var nnIndex2 = 0;
while (nnIndex2 <= trendline.polynomialOrder) {
matrix[nnIndex][nnIndex2] = numArray[nnIndex + nnIndex2];
++nnIndex2;
}
++nnIndex;
}
Iif (!this.gaussJordanElimination(matrix, trendline.polynomialSlopes)) {
trendline.polynomialSlopes = null;
}
pts = this.getPoints(trendline, points, xValues, series);
return pts;
};
Trendlines.prototype.getMovingAveragePoints = function (trendline, points, xValues, yValues, series) {
var pts = [];
var period = trendline.period >= points.length ? points.length - 1 : trendline.period;
period = period === 1 ? 1 : Math.max(2, period);
var index = 0;
var y;
var x;
var count;
var nullCount;
while (index < points.length) {
y = count = nullCount = 0;
for (var j = index; count < period; j++) {
count++;
y += yValues[j];
}
y = period - nullCount < 0 ? null : y ? y / (period - nullCount) : y;
if (!ej2_base_1.isNullOrUndefined(y) && !isNaN(y)) {
x = xValues[period - 1 + index];
pts.push(this.getDataPoint(x, y, series, pts.length));
}
index++;
}
return pts;
};
Trendlines.prototype.getLinearPoints = function (trendline, points, xValues, yValues, series, slopeInterceptLinear) {
var pts = [];
var max = xValues.indexOf(Math.max.apply(null, xValues));
var min = xValues.indexOf(Math.min.apply(null, xValues));
var x1Linear = xValues[min] - trendline.backwardForecast;
var y1Linear = slopeInterceptLinear.slope * x1Linear + slopeInterceptLinear.intercept;
var x2Linear = xValues[max] + trendline.forwardForecast;
var y2Linear = slopeInterceptLinear.slope * x2Linear + slopeInterceptLinear.intercept;
pts.push(this.getDataPoint(x1Linear, y1Linear, series, pts.length));
pts.push(this.getDataPoint(x2Linear, y2Linear, series, pts.length));
return pts;
};
Trendlines.prototype.getExponentialPoints = function (trendline, points, xValues, yValues, series, slopeInterceptExp) {
var midPoint = Math.round((points.length / 2));
var ptsExp = [];
var x1 = xValues[0] - trendline.backwardForecast;
var y1 = slopeInterceptExp.intercept * Math.exp(slopeInterceptExp.slope * x1);
var x2 = xValues[midPoint - 1];
var y2 = slopeInterceptExp.intercept * Math.exp(slopeInterceptExp.slope * x2);
var x3 = xValues[xValues.length - 1] + trendline.forwardForecast;
var y3 = slopeInterceptExp.intercept * Math.exp(slopeInterceptExp.slope * x3);
ptsExp.push(this.getDataPoint(x1, isNaN(y1) ? 0 : y1, series, ptsExp.length));
ptsExp.push(this.getDataPoint(x2, isNaN(y2) ? 0 : y2, series, ptsExp.length));
ptsExp.push(this.getDataPoint(x3, isNaN(y3) ? 0 : y3, series, ptsExp.length));
return ptsExp;
};
Trendlines.prototype.getPoints = function (trendline, points, xValues, series) {
var polynomialSlopes = trendline.polynomialSlopes;
var pts = [];
var x1 = 1;
var index = 1;
var xValue;
var yValue;
points.sort(function (a, b) { return a.xValue - b.xValue; });
xValues.sort(function (a, b) { return a - b; });
while (polynomialSlopes !== null && index <= polynomialSlopes.length) {
if (index === 1) {
xValue = xValues[0] - trendline.backwardForecast;
yValue = this.getPolynomialYValue(polynomialSlopes, xValue);
pts.push(this.getDataPoint(xValue, yValue, series, pts.length));
}
else if (index === polynomialSlopes.length) {
xValue = xValues[points.length - 1] + trendline.forwardForecast;
yValue = this.getPolynomialYValue(polynomialSlopes, xValue);
pts.push(this.getDataPoint(xValue, yValue, series, pts.length));
}
else {
x1 += (points.length + (series.xAxis.valueType === 'DateTime' ? index : trendline.forwardForecast)) / polynomialSlopes.length;
xValue = xValues[parseInt(x1.toString(), 10) - 1];
yValue = this.getPolynomialYValue(polynomialSlopes, xValue);
pts.push(this.getDataPoint(xValue, yValue, series, pts.length));
}
index++;
}
return pts;
};
Trendlines.prototype.getPolynomialYValue = function (slopes, x) {
var sum = 0;
var index = 0;
while (index < slopes.length) {
sum += slopes[index] * Math.pow(x, index);
index++;
}
return sum;
};
Trendlines.prototype.gaussJordanElimination = function (matrix, polynomialSlopes) {
var length = matrix.length;
var numArray1 = [];
var numArray2 = [];
var numArray3 = [];
numArray1.length = length;
numArray2.length = length;
numArray3.length = length;
var index = 0;
while (index < length) {
numArray3[index] = 0;
++index;
}
var index1 = 0;
while (index1 < length) {
var num1 = 0;
var index2 = 0;
var index3 = 0;
var index4 = 0;
while (index4 < length) {
if (numArray3[index4] !== 1) {
var index5 = 0;
while (index5 < length) {
if (numArray3[index5] === 0 && Math.abs(matrix[index4][index5]) >= num1) {
num1 = Math.abs(matrix[index4][index5]);
index2 = index4;
index3 = index5;
}
++index5;
}
}
++index4;
}
++numArray3[index3];
Iif (index2 !== index3) {
var index4_1 = 0;
while (index4_1 < length) {
var num2 = matrix[index2][index4_1];
matrix[index2][index4_1] = matrix[index3][index4_1];
matrix[index3][index4_1] = num2;
++index4_1;
}
var num3 = polynomialSlopes[index2];
polynomialSlopes[index2] = polynomialSlopes[index3];
polynomialSlopes[index3] = num3;
}
numArray2[index1] = index2;
numArray1[index1] = index3;
Iif (matrix[index3][index3] === 0.0) {
return false;
}
var num4 = 1.0 / matrix[index3][index3];
matrix[index3][index3] = 1.0;
var iindex4 = 0;
while (iindex4 < length) {
matrix[index3][iindex4] *= num4;
++iindex4;
}
polynomialSlopes[index3] *= num4;
var iandex4 = 0;
while (iandex4 < length) {
if (iandex4 !== index3) {
var num2 = matrix[iandex4][index3];
matrix[iandex4][index3] = 0.0;
var index5 = 0;
while (index5 < length) {
matrix[iandex4][index5] -= matrix[index3][index5] * num2;
++index5;
}
polynomialSlopes[iandex4] -= polynomialSlopes[index3] * num2;
}
++iandex4;
}
++index1;
}
var iindex1 = length - 1;
while (iindex1 >= 0) {
Iif (numArray2[iindex1] !== numArray1[iindex1]) {
var iindex2 = 0;
while (iindex2 < length) {
var num = matrix[iindex2][numArray2[iindex1]];
matrix[iindex2][numArray2[iindex1]] = matrix[iindex2][numArray1[iindex1]];
matrix[iindex2][numArray1[iindex1]] = num;
++iindex2;
}
}
--iindex1;
}
return true;
};
Trendlines.prototype.getTrendLineElements = function (series, chart) {
helper_1.findClipRect(series);
var clipRect = series.clipRect;
var clipRectElement = chart.renderer.drawClipPath(new helper_1.RectOption(chart.element.id + '_ChartTrendlineClipRect_' + series.index, 'transparent', { width: 1, color: 'Gray' }, 1, {
x: 0, y: 0, width: clipRect.width,
height: clipRect.height
}));
var element = chart.renderer.createGroup({
'id': chart.element.id + 'TrendlineSeriesGroup' + series.index,
'transform': 'translate(' + clipRect.x + ',' + clipRect.y + ')',
'clip-path': 'url(#' + chart.element.id + '_ChartTrendlineClipRect_' + series.index + ')'
});
if (element) {
element.appendChild(clipRectElement);
}
for (var _i = 0, _a = series.trendlines; _i < _a.length; _i++) {
var trendline = _a[_i];
this.createTrendLineElements(chart, trendline, trendline.index, element, clipRectElement);
}
};
Trendlines.prototype.destroy = function () {
};
Trendlines.prototype.getModuleName = function () {
return 'TrendLine';
};
return Trendlines;
}());
exports.Trendlines = Trendlines;
});
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