Down sampling in EJ2 JavaScript Chart control
8 May 202324 minutes to read
Downsampling is the process of reducing the data rate. We have given a 2000 data points for chart. After applying downsampling algorithm, chart data points has been reduced and rendered with 400 data points.
Downsampling data using the “Largest-Triangle-Three-Buckets algorithm”LTTB which describes the point in the bucket that forms the largest triangle using the area of the triangles. This helps to reducing the number of points.
In Downsampling when we perform zooming, particular level of zoomed chart we can see the chart clearly with original data, so we can use original data for that level of zooming. This can be achieved by zoomComplete event. Refer the below sample for downsampling with zooming feature.
var downdata = [
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0.4196053678056355 }, { "x": 1481, "y": -7.145082337815168 }, { "x": 1482, "y": 8.036407676338019 }, { "x": 1483, "y": 1.40474685499602 }, { "x": 1484, "y": 2.5436713569699823 }, { "x": 1485, "y": 6.624993854592569 }, { "x": 1486, "y": 4.362610315027583 }, { "x": 1487, "y": -3.3067663394417046 }, { "x": 1488, "y": 3.7461069164443153 }, { "x": 1489, "y": 7.170958759614436 }, { "x": 1490, "y": 8.600959541439202 }, { "x": 1491, "y": -6.339563594866334 }, { "x": 1492, "y": 7.953812274598167 }, { "x": 1493, "y": 5.2187035292892645 }, { "x": 1494, "y": -8.161830731442839 }, { "x": 1495, "y": -1.3038225007313269 }, { "x": 1496, "y": -6.441262160578672 }, { "x": 1497, "y": 1.5280520338892796 }, { "x": 1498, "y": 8.831744594875214 }, { "x": 1499, "y": 1.5938393947494731 }, { "x": 1500, "y": -8.281079194240919 }, { "x": 1501, "y": 8.752439357538254 }];
var interval;
var chart = new ej.charts.Chart({
primaryXAxis: { title: 'Time (s)', majorGridLines: { width: 0 } },
primaryYAxis: { title: 'Velocity (m/s)', majorGridLines: { width: 0 }, minimum: -15, maximum: 15, interval: 5 },
series: [
{
type: 'Line', xName: 'x', yName: 'y', dataSource: downdata,
animation: { enable: false }, width: 2
}
],
chartArea: {
border: {
width: 0
}
},
zoomSettings: {
enableMouseWheelZooming: true,
enablePinchZooming: true,
enableSelectionZooming: true,
mode: 'X',
enableScrollbar: false
},
title: 'Indonesia - Seismograph Analysis',
tooltip: { enable: false },
width: '800',
load: function (args) {
var threshold = parseInt(args.chart.width) / 8,
xName = args.chart.series[0].xName,
yName = args.chart.series[0].yName,
sampledData = largestTriangleThreeBucket(downdata, threshold, xName, yName);
args.chart.series[0].dataSource = sampledData;
},
zoomComplete: function(args) {
var zoomComplete = true;
if(args.chart.primaryXAxis.zoomFactor<=0.4)
{
args.chart.series[0].dataSource =downdata;
}
else{
var threshold = parseInt(chart.width) / 8,
xName = args.chart.series[0].xName,
yName = args.chart.series[0].yName,
sampledData = largestTriangleThreeBucket(downdata, threshold, xName, yName);
args.chart.series[0].dataSource = sampledData;
}
}
}, '#element');
function largestTriangleThreeBucket(data, threshold, xProperty, yProperty) {
yProperty = yProperty || 0;
xProperty = xProperty || 1;
var m = Math.floor,
y = Math.abs,
f = data.length;
if (threshold >= f || 0 === threshold) {
return data;
}
var n = [],
t = 0,
p = (f - 2) / (threshold - 2),
c = 0,
v,
u,
w;
n[t++] = data[c];
for (var e = 0; e < threshold - 2; e++) {
for (var g = 0,
h = 0,
a = m((e + 1) * p) + 1,
d = m((e + 2) * p) + 1,
d = d < f ? d : f,
k = d - a; a < d; a++) {
g += +data[a][xProperty], h += +data[a][yProperty];
}
for (var g = g / k,
h = h / k,
a = m((e + 0) * p) + 1,
d = m((e + 1) * p) + 1,
k = +data[c][xProperty],
x = +data[c][yProperty],
c = -1; a < d; a++) {
"undefined" != typeof data[a] &&
(u = .5 * y((k - g) * (data[a][yProperty] - x) - (k - data[a][xProperty]) * (h - x)),
u > c && (c = u, v = data[a], w = a));
}
n[t++] = v;
c = w;
}
n[t++] = data[f - 1];
return n;
}<!DOCTYPE html><html lang="en"><head>
<title>EJ2 Animation</title>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Typescript UI Controls">
<meta name="author" content="Syncfusion">
<link href="index.css" rel="stylesheet">
<script src="https://cdn.syncfusion.com/ej2/25.1.35/dist/ej2.min.js" type="text/javascript"></script>
<script src="https://cdn.syncfusion.com/ej2/syncfusion-helper.js" type ="text/javascript"></script>
</head>
<body>
<div id="container">
<div id="element"></div>
<div id="element1"></div>
</div>
<script>
var ele = document.getElementById('container');
if(ele) {
ele.style.visibility = "visible";
}
</script>
<script src="index.js" type="text/javascript"></script>
</body></html>Before applying downsampling algorithm
After applying downsampling algorithm
