# # Data Decimation

This example shows how to use the built-in data decimation to reduce the number of points drawn on the graph for improved performance.

const decimation = { enabled: false, algorithm: 'min-max', };

    const decimation = {
      enabled: false,
      algorithm: 'min-max',
    };

const NUM_POINTS = 100000; Utils.srand(10); // parseISODate returns a luxon date object to work with in the samples // We will create points every 30s starting from this point in time const start = Utils.parseISODate('2021-04-01T00:00:00Z').toMillis(); const pointData = []; for (let i = 0; i < NUM_POINTS; ++i) { // Most data will be in the range [0, 20) but some rare data will be in the range [0, 100) const max = Math.random() < 0.001 ? 100 : 20; pointData.push({x: start + (i * 30000), y: Utils.rand(0, max)}); } const data = { datasets: [{ borderColor: Utils.CHART_COLORS.red, borderWidth: 1, data: pointData, label: 'Large Dataset', radius: 0, }] };

    const NUM_POINTS = 100000;
    Utils.srand(10);
    // parseISODate returns a luxon date object to work with in the samples
    // We will create points every 30s starting from this point in time
    const start = Utils.parseISODate('2021-04-01T00:00:00Z').toMillis();
    const pointData = [];
    for (let i = 0; i < NUM_POINTS; ++i) {
      // Most data will be in the range [0, 20) but some rare data will be in the range [0, 100)
      const max = Math.random() < 0.001 ? 100 : 20;
      pointData.push({x: start + (i * 30000), y: Utils.rand(0, max)});
    }
    const data = {
      datasets: [{
        borderColor: Utils.CHART_COLORS.red,
        borderWidth: 1,
        data: pointData,
        label: 'Large Dataset',
        radius: 0,
      }]
    };

const config = { type: 'line', data: data, options: { // Turn off animations and data parsing for performance animation: false, parsing: false, interaction: { mode: 'nearest', axis: 'x', intersect: false }, plugins: { decimation: decimation, }, scales: { x: { type: 'time', ticks: { source: 'auto', // Disabled rotation for performance maxRotation: 0, autoSkip: true, } } } } };

    const config = {
      type: 'line',
      data: data,
      options: {
        // Turn off animations and data parsing for performance
        animation: false,
        parsing: false,
        interaction: {
          mode: 'nearest',
          axis: 'x',
          intersect: false
        },
        plugins: {
          decimation: decimation,
        },
        scales: {
          x: {
            type: 'time',
            ticks: {
              source: 'auto',
              // Disabled rotation for performance
              maxRotation: 0,
              autoSkip: true,
            }
          }
        }
      }
    };

const actions = [ { name: 'No decimation (default)', handler(chart) { chart.options.plugins.decimation.enabled = false; chart.update(); } }, { name: 'min-max decimation', handler(chart) { chart.options.plugins.decimation.algorithm = 'min-max'; chart.options.plugins.decimation.enabled = true; chart.update(); }, }, { name: 'LTTB decimation (50 samples)', handler(chart) { chart.options.plugins.decimation.algorithm = 'lttb'; chart.options.plugins.decimation.enabled = true; chart.options.plugins.decimation.samples = 50; chart.update(); } }, { name: 'LTTB decimation (500 samples)', handler(chart) { chart.options.plugins.decimation.algorithm = 'lttb'; chart.options.plugins.decimation.enabled = true; chart.options.plugins.decimation.samples = 500; chart.update(); } } ];

    const actions = [
      {
        name: 'No decimation (default)',
        handler(chart) {
          chart.options.plugins.decimation.enabled = false;
          chart.update();
        }
      },
      {
        name: 'min-max decimation',
        handler(chart) {
          chart.options.plugins.decimation.algorithm = 'min-max';
          chart.options.plugins.decimation.enabled = true;
          chart.update();
        },
      },
      {
        name: 'LTTB decimation (50 samples)',
        handler(chart) {
          chart.options.plugins.decimation.algorithm = 'lttb';
          chart.options.plugins.decimation.enabled = true;
          chart.options.plugins.decimation.samples = 50;
          chart.update();
        }
      },
      {
        name: 'LTTB decimation (500 samples)',
        handler(chart) {
          chart.options.plugins.decimation.algorithm = 'lttb';
          chart.options.plugins.decimation.enabled = true;
          chart.options.plugins.decimation.samples = 500;
          chart.update();
        }
      }
    ];

## # Docs

- Data Decimation
- Line
- Time Scale