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.
import { Chart, LineSeries, Tooltip, getElement, Zoom, Series,IZoomCompleteEventArgs } from '@syncfusion/ej2-charts';
import { downdata } from './datasource.ts';
Chart.Inject(LineSeries, Tooltip, Zoom);
/**
* Sample for Downsampling
*/
let interval: number;
let chart: Chart = new 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: (args: IZoomCompleteEventArgs): void => {
var zoomComplete:boolean = true;
if(chart.primaryXAxis.zoomFactor<=0.4)
{
chart.series[0].dataSource =downdata;
}
else{
var threshold = parseInt(chart.width) / 8,
xName = chart.series[0].xName,
yName = chart.series[0].yName,
sampledData = largestTriangleThreeBucket(downdata, threshold, xName, yName);
chart.series[0].dataSource = sampledData;
}
}
});
chart.appendTo('#element');
function largestTriangleThreeBucket(data :any, threshold :number, xProperty:any, yProperty:any) {
yProperty = yProperty || 0;
xProperty = xProperty || 1;
var m = Math.floor,
y = Math.abs,
f =<number>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://cdnjs.cloudflare.com/ajax/libs/systemjs/0.19.38/system.js"></script>
<script src="systemjs.config.js"></script>
</head>
<body>
<div id='loader'>Loading....</div>
<div id='container'>
<div id='element'></div>
<div id='element1'></div>
</div>
</body>
</html>export let data: Object[] = [{ x: 'Jan', y: 3 }, { x: 'Feb', y: 3.5 }, { x: 'Mar', y: 7 }, { x: 'Apr', y: 13.5 },
{ x: 'May', y: 19 }, { x: 'Jun', y: 23.5 }, { x: 'Jul', y: 26 }, { x: 'Aug', y: 25 },
{ x: 'Sep', y: 21 }, { x: 'Oct', y: 15 }];
export let dataMapping: object[] = [{ x: 'Jan', y: 3, fill: '#498fff', text: 'January' }, { x: 'Feb', y: 3.5, fill: '#ffa060', text: 'February' },
{ x: 'Mar', y: 7, fill: '#ff68b6', text: 'March' }, { x: 'Apr', y: 13.5, fill: '#81e2a1', text: 'April' }];
export let pyramidData: object[] = [{ x: 'Australia', y: 20, text: 'Australia 20%' }, { x: 'France', y: 22, text: 'France 22%' }, { x: 'China', y: 23, text: 'China 23%' },
{ x: 'India', y: 24, text: 'India 24%' }, { x: 'Japan', y: 25, text: 'Japan 25%' }, { x: 'Germany', y: 27, text: 'Germany 27%' }];
export let funnelData: object[] = [{ x: 'Renewed', y: 18.20, text: 'Renewed 18.20%' }, { x: 'Subscribe', y: 27.3, text: 'Subscribe 27.3%' },
{ x: 'Support', y: 55.9, text: 'Support 55.9%' }, { x: 'Downloaded', y: 76.8, text: 'Downloaded 76.8%' },
{ x: 'Visited', y: 100, text: 'Visited 100%' }];
export let labelData: object[] = [{ x: 'Jan', y: 13, text: 'Jan: 13' }, { x: 'Feb', y: 13, text: 'Feb: 13' },
{ x: 'Mar', y: 17, text: 'Mar: 17' }, { x: 'Apr', y: 13.5, text: 'Apr: 13.5' }];
export let numData: object[] = [{ x: 2005, y: 28 }, { x: 2006, y: 25 }, { x: 2007, y: 26 }, { x: 2008, y: 47 },
{ x: 2009, y: 32 }, { x: 2010, y: 35 }, { x: 2011, y: 30 }];
export let polarCategory: object[] = [{ x: 'Jan', y: -1 }, { x: 'Feb', y: -1 }, { x: 'Mar', y: 2 }, { x: 'Apr', y: 8 }, { x: 'May', y: 13 }, { x: 'Jun', y: 18 }, { x: 'Jul', y: 21 },
{ x: 'Aug', y: 20 }, { x: 'Sep', y: 16 }, { x: 'Oct', y: 10 }, { x: 'Nov', y: 4 }, { x: 'Dec', y: 0 }];
export let stackedData: object[] = [{ x: 2000, y: 0.61, y1: 0.03, y2: 0.48 }, { x: 2001, y: 0.81, y1: 0.05, y2: 0.53 },
{ x: 2002, y: 0.91, y1: 0.06, y2: 0.57 }, { x: 2003, y: 1, y1: 0.09, y2: 0.61 }, { x: 2004, y: 1.19, y1: 0.14, y2: 0.63 },
{ x: 2005, y: 1.47, y1: 0.20, y2: 0.64 }, { x: 2006, y: 1.74, y1: 0.29, y2: 0.66 }, { x: 2007, y: 1.98, y1: 0.46, y2: 0.76 },
{ x: 2008, y: 1.99, y1: 0.64, y2: 0.77 }, { x: 2009, y: 1.70, y1: 0.75, y2: 0.55 }];
export let columnData: object[] = [{ country: "USA", gold: 50 }, { country: "China", gold: 40 }, { country: "Japan", gold: 70 },
{ country: "Australia", gold: 60 }, { country: "France", gold: 50 }, { country: "Germany", gold: 40 },
{ country: "Italy", gold: 40 }, { country: "Sweden", gold: 30 }];
export let chartData: any[] = [{ "x": 0, "y": "79.4" }, { "x": 1, "y": "79.0" }, { "x": 2, "y": "78.8" }, { "x": 3, "y": "79.1" }, { "x": 4, "y": "78.5" }, { "x": 5, "y": "79.4" }, { "x": 6, "y": "79.2" }, { "x": 7, "y": "78.2" }, { "x": 8, "y": "78.9" }, { "x": 9, "y": "79.7" }, { "x": 10, "y": "80.4" }, { "x": 11, "y": "81.1" }, { "x": 12, "y": "81.8" }, { "x": 13, "y": "82.3" }, { "x": 14, "y": "81.3" }, { "x": 15, "y": "82.2" }, { "x": 16, "y": "82.7" }, { "x": 17, "y": "81.9" }, { "x": 18, "y": "81.2" }, { "x": 19, "y": "82.0" }, { "x": 20, "y": "82.9" }, { "x": 21, "y": "82.5" }, { "x": 22, "y": "82.1" }, { "x": 23, "y": "81.2" }, { "x": 24, "y": "81.3" }, { "x": 25, "y": "80.4" }, { "x": 26, "y": "81.2" }, { "x": 27, "y": "80.4" }, { "x": 28, "y": "81.2" }, { "x": 29, "y": "81.1" }, { "x": 30, "y": "81.4" }, { "x": 31, "y": "80.6" }, { "x": 32, "y": "81.4" }, { "x": 33, "y": "81.4" }, { "x": 34, "y": "81.9" }, { "x": 35, "y": "82.4" }, { "x": 36, "y": "83.0" }, { "x": 37, "y": "82.4" }, { "x": 38, "y": "81.6" }, { "x": 39, "y": "81.4" }, { "x": 40, "y": "81.9" }, { "x": 41, "y": "80.9" }, { "x": 42, "y": "80.2" }, { "x": 43, "y": "79.6" }, { "x": 44, "y": "79.1" }, { "x": 45, "y": "79.0" }, { "x": 46, "y": "79.7" }, { "x": 47, "y": "78.8" }, { "x": 48, "y": "78.2" }, { "x": 49, "y": "79.1" }, { "x": 50, "y": "79.6" }, { "x": 51, "y": "78.8" }, { "x": 52, "y": "79.4" }, { "x": 53, "y": "79.7" }, { "x": 54, "y": "80.6" }, { "x": 55, "y": "80.0" }, { "x": 56, "y": "79.9" }, { "x": 57, "y": "80.6" }, { "x": 58, "y": "80.2" }, { "x": 59, "y": "79.5" }, { "x": 60, "y": "79.1" }, { "x": 61, "y": "78.6" }, { "x": 62, "y": "79.1" }, { "x": 63, "y": "79.7" }, { "x": 64, "y": "80.1" }, { "x": 65, "y": "80.5" }, { "x": 66, "y": "80.1" }, { "x": 67, "y": "80.1" }, { "x": 68, "y": "80.4" }, { "x": 69, "y": "80.3" }, { "x": 70, "y": "80.6" }, { "x": 71, "y": "81.6" }, { "x": 72, "y": "81.8" }, { "x": 73, "y": "81.7" }, { "x": 74, "y": "82.4" }, { "x": 75, "y": "82.2" }, { "x": 76, "y": "82.9" }, { "x": 77, "y": "82.4" }, { "x": 78, "y": "82.2" }, { "x": 79, "y": "83.0" }, { "x": 80, "y": "83.4" }, { "x": 81, "y": "84.3" }, { "x": 82, "y": "84.7" }, { "x": 83, "y": "85.0" }, { "x": 84, "y": "85.7" }, { "x": 85, "y": "86.0" }, { "x": 86, "y": "85.1" }, { "x": 87, "y": "85.8" }, { "x": 88, "y": "86.3" }, { "x": 89, "y": "85.4" }, { "x": 90, "y": "84.7" }, { "x": 91, "y": "84.8" }, { "x": 92, "y": "84.3" }, { "x": 93, "y": "83.3" }, { "x": 94, "y": "83.2" }, { "x": 95, "y": "82.9" }, { "x": 96, "y": "83.2" }, { "x": 97, "y": "84.1" }, { "x": 98, "y": "83.8" }, { "x": 99, "y": "83.0" }, { "x": 100, "y": "83.6" }, { "x": 101, "y": "83.5" }, { "x": 102, "y": "83.1" }, { "x": 103, "y": "82.3" }, { "x": 104, "y": "83.0" }, { "x": 105, "y": "82.5" }, { "x": 106, "y": "82.4" }, { "x": 107, "y": "82.8" }, { "x": 108, "y": "82.2" }, { "x": 109, "y": "81.3" }, { "x": 110, "y": "81.7" }, { "x": 111, "y": "82.7" }, { "x": 112, "y": "82.3" }, { "x": 113, "y": "82.9" }, { "x": 114, "y": "83.4" }, { "x": 115, "y": "83.5" }, { "x": 116, "y": "82.6" }, { "x": 117, "y": "83.6" }, { "x": 118, "y": "83.7" }, { "x": 119, "y": "84.6" }, { "x": 120, "y": "83.9" }, { "x": 121, "y": "83.0" }, { "x": 122, "y": "83.7" }, { "x": 123, "y": "84.0" }, { "x": 124, "y": "85.0" }, { "x": 125, "y": "84.9" }, { "x": 126, "y": "84.5" }, { "x": 127, "y": "85.0" }, { "x": 128, "y": "85.4" }, { "x": 129, "y": "85.0" }, { "x": 130, "y": "85.4" }, { "x": 131, "y": "85.3" }, { "x": 132, "y": "86.2" }, { "x": 133, "y": "86.7" }, { "x": 134, "y": "87.3" }, { "x": 135, "y": "86.9" }, { "x": 136, "y": "86.5" }, { "x": 137, "y": "86.1" }, { "x": 138, "y": "85.7" }, { "x": 139, "y": "86.1" }, { "x": 140, "y": "86.9" }, { "x": 141, "y": "87.7" }, { "x": 142, "y": "87.6" }, { "x": 143, "y": "87.5" }, { "x": 144, "y": "88.4" }, { "x": 145, "y": "89.4" }, { "x": 146, "y": "89.0" }, { "x": 147, "y": "88.9" }, { "x": 148, "y": "89.9" }, { "x": 149, "y": "90.6" }, { "x": 150, "y": "90.3" }, { "x": 151, "y": "90.9" }, { "x": 152, "y": "90.9" }, { "x": 153, "y": "90.8" }, { "x": 154, "y": "90.7" }, { "x": 155, "y": "90.8" }, { "x": 156, "y": "90.5" }, { "x": 157, "y": "90.6" }, { "x": 158, "y": "91.1" }, { "x": 159, "y": "91.7" }, { "x": 160, "y": "91.3" }, { "x": 161, "y": "90.8" }, { "x": 162, "y": "90.1" }, { "x": 163, "y": "89.7" }, { "x": 164, "y": "89.7" }, { "x": 165, "y": "90.2" }, { "x": 166, "y": "90.7" }, { "x": 167, "y": "91.2" }, { "x": 168, "y": "92.0" }, { "x": 169, "y": "92.4" }, { "x": 170, "y": "92.3" }, { "x": 171, "y": "91.4" }, { "x": 172, "y": "91.2" }, { "x": 173, "y": "91.1" }, { "x": 174, "y": "90.9" },
{ "x": 175, "y": "90.5" }, { "x": 176, "y": "89.8" }, { "x": 177, "y": "89.7" }, { "x": 178, "y": "90.6" }, { "x": 179, "y": "90.0" }, { "x": 180, "y": "89.8" }, { "x": 181, "y": "90.2" }, { "x": 182, "y": "89.3" }, { "x": 183, "y": "88.6" }, { "x": 184, "y": "87.9" }, { "x": 185, "y": "87.1" }, { "x": 186, "y": "86.3" }, { "x": 187, "y": "87.2" }, { "x": 188, "y": "87.7" }, { "x": 189, "y": "87.7" }, { "x": 190, "y": "88.2" }, { "x": 191, "y": "88.9" }, { "x": 192, "y": "88.8" }, { "x": 193, "y": "88.5" }, { "x": 194, "y": "87.7" }, { "x": 195, "y": "87.8" }, { "x": 196, "y": "87.7" }, { "x": 197, "y": "86.9" }, { "x": 198, "y": "86.1" }, { "x": 199, "y": "85.5" }, { "x": 200, "y": "84.9" },
{ "x": 201, "y": "84.3" }, { "x": 202, "y": "84.2" }, { "x": 203, "y": "85.0" }, { "x": 204, "y": "85.0" }, { "x": 205, "y": "84.4" }, { "x": 206, "y": "83.4" }, { "x": 207, "y": "82.6" }, { "x": 208, "y": "83.2" }, { "x": 209, "y": "83.4" }, { "x": 210, "y": "83.9" }, { "x": 211, "y": "84.0" }, { "x": 212, "y": "84.0" }, { "x": 213, "y": "83.2" }, { "x": 214, "y": "83.7" }, { "x": 215, "y": "83.7" }, { "x": 216, "y": "84.3" }, { "x": 217, "y": "83.6" }, { "x": 218, "y": "82.9" }, { "x": 219, "y": "82.5" }, { "x": 220, "y": "82.7" }, { "x": 221, "y": "83.6" }, { "x": 222, "y": "84.3" }, { "x": 223, "y": "85.2" }, { "x": 224, "y": "85.3" }, { "x": 225, "y": "85.8" }, { "x": 226, "y": "85.1" }, { "x": 227, "y": "84.9" }, { "x": 228, "y": "85.6" }, { "x": 229, "y": "86.3" }, { "x": 230, "y": "87.2" }, { "x": 231, "y": "86.4" }, { "x": 232, "y": "87.0" }, { "x": 233, "y": "87.5" }, { "x": 234, "y": "88.1" }, { "x": 235, "y": "88.8" }, { "x": 236, "y": "88.8" }, { "x": 237, "y": "88.1" }, { "x": 238, "y": "87.8" }, { "x": 239, "y": "88.0" }, { "x": 240, "y": "88.5" }, { "x": 241, "y": "89.0" }, { "x": 242, "y": "88.5" }, { "x": 243, "y": "88.4" }, { "x": 244, "y": "89.3" }, { "x": 245, "y": "89.8" }, { "x": 246, "y": "89.6" }, { "x": 247, "y": "89.1" }, { "x": 248, "y": "89.1" }, { "x": 249, "y": "88.4" }, { "x": 250, "y": "89.3" }, { "x": 251, "y": "90.0" }, { "x": 252, "y": "90.2" }, { "x": 253, "y": "91.1" }, { "x": 254, "y": "91.7" }, { "x": 255, "y": "91.0" }, { "x": 256, "y": "90.6" }, { "x": 257, "y": "91.6" }, { "x": 258, "y": "91.1" }, { "x": 259, "y": "90.6" }, { "x": 260, "y": "90.4" }, { "x": 261, "y": "89.6" }, { "x": 262, "y": "89.1" }, { "x": 263, "y": "88.5" }, { "x": 264, "y": "88.8" }, { "x": 265, "y": "88.8" }, { "x": 266, "y": "88.9" }, { "x": 267, "y": "88.1" }, { "x": 268, "y": "88.9" }, { "x": 269, "y": "88.7" }, { "x": 270, "y": "87.9" }, { "x": 271, "y": "88.3" }, { "x": 272, "y": "88.9" }, { "x": 273, "y": "88.0" }, { "x": 274, "y": "87.2" }, { "x": 275, "y": "86.8" }, { "x": 276, "y": "86.4" }, { "x": 277, "y": "87.2" }, { "x": 278, "y": "86.8" }, { "x": 279, "y": "87.3" }, { "x": 280, "y": "88.0" }, { "x": 281, "y": "87.1" }, { "x": 282, "y": "86.6" }, { "x": 283, "y": "86.9" }, { "x": 284, "y": "87.8" }, { "x": 285, "y": "87.0" }, { "x": 286, "y": "86.0" }, { "x": 287, "y": "85.5" }, { "x": 288, "y": "85.6" }, { "x": 289, "y": "84.6" }, { "x": 290, "y": "83.7" }, { "x": 291, "y": "83.5" }, { "x": 292, "y": "83.5" }, { "x": 293, "y": "83.7" }, { "x": 294, "y": "83.6" }, { "x": 295, "y": "83.2" }, { "x": 296, "y": "83.3" }, { "x": 297, "y": "82.9" }, { "x": 298, "y": "81.9" }, { "x": 299, "y": "82.6" }, { "x": 300, "y": "82.7" }, { "x": 301, "y": "83.6" }, { "x": 302, "y": "83.2" }, { "x": 303, "y": "82.6" }, { "x": 304, "y": "81.6" }, { "x": 305, "y": "81.8" }, { "x": 306, "y": "82.5" }, { "x": 307, "y": "83.0" }, { "x": 308, "y": "83.7" }, { "x": 309, "y": "83.0" }, { "x": 310, "y": "83.0" }, { "x": 311, "y": "82.6" }, { "x": 312, "y": "82.5" }, { "x": 313, "y": "83.1" }, { "x": 314, "y": "82.8" }, { "x": 315, "y": "83.0" }, { "x": 316, "y": "82.5" }, { "x": 317, "y": "82.3" }, { "x": 318, "y": "82.0" }, { "x": 319, "y": "81.9" }, { "x": 320, "y": "82.4" }, { "x": 321, "y": "82.9" }, { "x": 322, "y": "83.2" }, { "x": 323, "y": "82.8" }, { "x": 324, "y": "82.2" }, { "x": 325, "y": "82.4" }, { "x": 326, "y": "82.5" }, { "x": 327, "y": "83.3" }, { "x": 328, "y": "83.5" }, { "x": 329, "y": "82.8" }, { "x": 330, "y": "82.6" }, { "x": 331, "y": "82.8" }, { "x": 332, "y": "82.8" }, { "x": 333, "y": "82.5" }, { "x": 334, "y": "83.3" }, { "x": 335, "y": "82.9" }, { "x": 336, "y": "82.9" }, { "x": 337, "y": "82.7" },
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