Bug fix for dygraph point selection touch event.
[dygraphs.git] / linear-regression.js
... / ...
CommitLineData
1/*global Gallery,Dygraph,data */
2Gallery.register(
3 'linear-regression',
4 {
5 name: 'Linear Regressions',
6 title: 'Linear Regression Demo',
7 setup: function(parent) {
8 parent.innerHTML = [
9 "<p>Click the buttons to generate linear regressions over either data ",
10 "series. If you zoom in and then click the regression button, the regression ",
11 "will only be run over visible points. Zoom back out to see what the local ",
12 "regression looks like over the full data.</p> ",
13 "<div id='demodiv' style='width: 480px; height: 320px;'></div>",
14 "<div style='text-align:center; width: 480px'>",
15 "<button style='color: green;' id='ry1'>Regression (Y1)</button> ",
16 "<button style='color: blue;' id='ry2'>Regression (Y2)</button> ",
17 "<button id='clear'>Clear Lines</button>",
18 "</div>"].join("\n");
19 },
20 run: function() {
21 var g, regression, clearLines; // defined below
22 document.getElementById("ry1").onclick = function() { regression(1); };
23 document.getElementById("ry2").onclick = function() { regression(2); };
24 document.getElementById("clear").onclick = function() { clearLines(); };
25
26 var data = [];
27 for (var i = 0; i < 120; i++) {
28 data.push([i,
29 i / 5.0 + 10.0 * Math.sin(i / 3.0),
30 30.0 - i / 5.0 - 10.0 * Math.sin(i / 3.0 + 1.0)]);
31 }
32
33 // coefficients of regression for each series.
34 // if coeffs = [ null, [1, 2], null ] then we draw a regression for series 1
35 // only. The regression line is y = 1 + 2 * x.
36 var coeffs = [ null, null, null ];
37 regression = function(series) {
38 // Only run the regression over visible points.
39 var range = g.xAxisRange();
40
41 var sum_xy = 0.0, sum_x = 0.0, sum_y = 0.0, sum_x2 = 0.0, num = 0;
42 for (var i = 0; i < g.numRows(); i++) {
43 var x = g.getValue(i, 0);
44 if (x < range[0] || x > range[1]) continue;
45
46 var y = g.getValue(i, series);
47 if (y === null || y === undefined) continue;
48 if (y.length == 2) {
49 // using fractions
50 y = y[0] / y[1];
51 }
52
53 num++;
54 sum_x += x;
55 sum_y += y;
56 sum_xy += x * y;
57 sum_x2 += x * x;
58 }
59
60 var a = (sum_xy - sum_x * sum_y / num) / (sum_x2 - sum_x * sum_x / num);
61 var b = (sum_y - a * sum_x) / num;
62
63 coeffs[series] = [b, a];
64 if (typeof(console) != 'undefined') {
65 console.log("coeffs(" + series + "): [" + b + ", " + a + "]");
66 }
67
68 g.updateOptions({}); // forces a redraw.
69 };
70
71 clearLines = function() {
72 for (var i = 0; i < coeffs.length; i++) coeffs[i] = null;
73 g.updateOptions({});
74 };
75
76 function drawLines(ctx, area, layout) {
77 if (typeof(g) == 'undefined') return; // won't be set on the initial draw.
78
79 var range = g.xAxisRange();
80 for (var i = 0; i < coeffs.length; i++) {
81 if (!coeffs[i]) continue;
82 var a = coeffs[i][1];
83 var b = coeffs[i][0];
84
85 var x1 = range[0];
86 var y1 = a * x1 + b;
87 var x2 = range[1];
88 var y2 = a * x2 + b;
89
90 var p1 = g.toDomCoords(x1, y1);
91 var p2 = g.toDomCoords(x2, y2);
92
93 var c = Dygraph.toRGB_(g.getColors()[i - 1]);
94 c.r = Math.floor(255 - 0.5 * (255 - c.r));
95 c.g = Math.floor(255 - 0.5 * (255 - c.g));
96 c.b = Math.floor(255 - 0.5 * (255 - c.b));
97 var color = 'rgb(' + c.r + ',' + c.g + ',' + c.b + ')';
98 ctx.save();
99 ctx.strokeStyle = color;
100 ctx.lineWidth = 1.0;
101 ctx.beginPath();
102 ctx.moveTo(p1[0], p1[1]);
103 ctx.lineTo(p2[0], p2[1]);
104 ctx.closePath();
105 ctx.stroke();
106 ctx.restore();
107 }
108 }
109
110 g = new Dygraph(
111 document.getElementById("demodiv"),
112 data,
113 {
114 labels: ['X', 'Y1', 'Y2'],
115 underlayCallback: drawLines,
116 drawPoints: true,
117 drawAxesAtZero: true,
118 strokeWidth: 0.0
119 }
120 );
121 }
122 });