diff --git a/src/scatter-plot.js b/src/scatter-plot.js
index d4fc4d5f5..c78b56a2e 100644
--- a/src/scatter-plot.js
+++ b/src/scatter-plot.js
@@ -54,6 +54,20 @@ dc.scatterPlot = function (parent, chartGroup) {
var _nonemptyOpacity = 1;
var _emptyColor = null;
var _filtered = [];
+ var _canvas = null;
+ var _context = null;
+ var _useCanvas = false;
+
+ // Calculates element radius for canvas plot to be comparable to D3 area based symbol sizes
+ function canvasElementSize (d, isFiltered) {
+ if (!_existenceAccessor(d)) {
+ return _emptySize / Math.sqrt(Math.PI);
+ } else if (isFiltered) {
+ return _symbolSize / Math.sqrt(Math.PI);
+ } else {
+ return _excludedSize / Math.sqrt(Math.PI);
+ }
+ }
function elementSize (d, i) {
if (!_existenceAccessor(d)) {
@@ -74,48 +88,222 @@ dc.scatterPlot = function (parent, chartGroup) {
return _chart.__filter(dc.filters.RangedTwoDimensionalFilter(filter));
});
- _chart.plotData = function () {
- var symbols = _chart.chartBodyG().selectAll('path.symbol')
- .data(_chart.data());
+ _chart._resetSvgOld = _chart.resetSvg; // Copy original closure from base-mixin
- symbols
- .enter()
- .append('path')
- .attr('class', 'symbol')
- .attr('opacity', 0)
- .attr('fill', _chart.getColor)
- .attr('transform', _locator);
+ /**
+ * Method that replaces original resetSvg and appropriately inserts canvas
+ * element along with svg element and sets their CSS properties appropriately
+ * so they are overlapped on top of each other.
+ * Remove the chart's SVGElements from the dom and recreate the container SVGElement.
+ * @method resetSvg
+ * @memberof dc.scatterPlot
+ * @instance
+ * @see {@link https://developer.mozilla.org/en-US/docs/Web/API/SVGElement SVGElement}
+ * @returns {SVGElement}
+ */
+ _chart.resetSvg = function () {
+ if (!_useCanvas) {
+ return _chart._resetSvgOld();
+ } else {
+ _chart._resetSvgOld(); // Perform original svgReset inherited from baseMixin
+ _chart.select('canvas').remove(); // remove old canvas
+
+ var svgSel = _chart.svg();
+ var rootSel = _chart.root();
+
+ // Set root node to relative positioning and svg to absolute
+ rootSel.style('position', 'relative');
+ svgSel.style('position', 'relative');
+
+ // Check if SVG element already has any extra top/left CSS offsets
+ var svgLeft = isNaN(parseInt(svgSel.style('left'), 10)) ? 0 : parseInt(svgSel.style('left'), 10);
+ var svgTop = isNaN(parseInt(svgSel.style('top'), 10)) ? 0 : parseInt(svgSel.style('top'), 10);
+ var width = _chart.effectiveWidth();
+ var height = _chart.effectiveHeight();
+ var margins = _chart.margins(); // {top: 10, right: 130, bottom: 42, left: 42}
+
+ // Add the canvas element such that it perfectly overlaps the plot area of the scatter plot SVG
+ var devicePixelRatio = window.devicePixelRatio || 1;
+ _canvas = _chart.root().append('canvas')
+ .attr('x', 0)
+ .attr('y', 0)
+ .attr('width', (width) * devicePixelRatio)
+ .attr('height', (height) * devicePixelRatio)
+ .style('width', width + 'px')
+ .style('height', height + 'px')
+ .style('position', 'absolute')
+ .style('top', margins.top + svgTop + 'px')
+ .style('left', margins.left + svgLeft + 'px')
+ .style('z-index', -1) // Place behind SVG
+ .style('pointer-events', 'none'); // Disable pointer events on canvas so SVG can capture brushing
+
+ // Define canvas context and set clipping path
+ _context = _canvas.node().getContext('2d');
+ _context.scale(devicePixelRatio, devicePixelRatio);
+ _context.rect(0, 0, width, height);
+ _context.clip(); // Setup clipping path
+ _context.imageSmoothingQuality = 'high';
+
+ return _chart.svg(); // Respect original return param for _chart.resetSvg;
+ }
+ };
- symbols.call(renderTitles, _chart.data());
+ /**
+ * Set or get whether to use canvas backend for plotting scatterPlot. Note that the
+ * canvas backend does not currently support
+ * {@link dc.scatterPlot#customSymbol customSymbol} or
+ * {@link dc.scatterPlot#symbol symbol} methods and is limited to always plotting
+ * with filled circles. Symbols are drawn with
+ * {@link dc.scatterPlot#symbolSize symbolSize} radius. By default, the SVG backend
+ * is used when `useCanvas` is set to `false`.
+ * @method useCanvas
+ * @memberof dc.scatterPlot
+ * @instance
+ * @param {Boolean} [useCanvas=false]
+ * @return {Boolean|d3.selection}
+ */
+ _chart.useCanvas = function (useCanvas) {
+ if (!arguments.length) {
+ return _useCanvas;
+ }
+ _useCanvas = useCanvas;
+ return _chart;
+ };
- symbols.each(function (d, i) {
- _filtered[i] = !_chart.filter() || _chart.filter().isFiltered([d.key[0], d.key[1]]);
- });
+ /**
+ * Set or get canvas element. You should usually only ever use the get method as
+ * dc.js will handle canvas element generation. Provides valid canvas only when
+ * {@link dc.scatterPlot#useCanvas useCanvas} is set to `true`
+ * @method canvas
+ * @memberof dc.scatterPlot
+ * @instance
+ * @param {CanvasElement|d3.selection} [canvasElement]
+ * @return {CanvasElement|d3.selection}
+ */
+ _chart.canvas = function (canvasElement) {
+ if (!arguments.length) {
+ return _canvas;
+ }
+ _canvas = canvasElement;
+ return _chart;
+ };
- dc.transition(symbols, _chart.transitionDuration(), _chart.transitionDelay())
- .attr('opacity', function (d, i) {
- if (!_existenceAccessor(d)) {
- return _emptyOpacity;
- } else if (_filtered[i]) {
- return _nonemptyOpacity;
- } else {
- return _chart.excludedOpacity();
+ /**
+ * Get canvas 2D context. Provides valid context only when
+ * {@link dc.scatterPlot#useCanvas useCanvas} is set to `true`
+ * @method context
+ * @memberof dc.scatterPlot
+ * @instance
+ * @return {CanvasContext}
+ */
+ _chart.context = function () {
+ return _context;
+ };
+
+ // Plots data on canvas element. If argument provided, assumes legend is
+ // currently being highlighted and modifies opacity/size of symbols accordingly
+ // @param {Object} [legendHighlightDatum] - Datum provided to legendHighlight method
+ function plotOnCanvas (legendHighlightDatum) {
+ var context = _chart.context();
+ context.clearRect(0, 0, (context.canvas.width + 2) * 1, (context.canvas.height + 2) * 1);
+ var data = _chart.data();
+
+ // Draw the data on canvas
+ data.forEach(function (d, i) {
+ var isFiltered = !_chart.filter() || _chart.filter().isFiltered([d.key[0], d.key[1]]);
+ // Calculate opacity for current data point
+ var cOpacity = 1;
+ if (!_existenceAccessor(d)) {
+ cOpacity = _emptyOpacity;
+ } else if (isFiltered) {
+ cOpacity = _nonemptyOpacity;
+ } else {
+ cOpacity = _chart.excludedOpacity();
+ }
+ // Calculate color for current data point
+ var cColor = null;
+ if (_emptyColor && !_existenceAccessor(d)) {
+ cColor = _emptyColor;
+ } else if (_chart.excludedColor() && !isFiltered) {
+ cColor = _chart.excludedColor();
+ } else {
+ cColor = _chart.getColor(d);
+ }
+ var cSize = canvasElementSize(d, isFiltered);
+
+ // Adjust params for data points if legend is highlighted
+ if (legendHighlightDatum) {
+ var isHighlighted = (cColor === legendHighlightDatum.color);
+ // Calculate opacity for current data point
+ var fadeOutOpacity = 0.1; // TODO: Make this programmatically setable
+ if (!isHighlighted) { // Fade out non-highlighted colors + highlighted colors outside filter
+ cOpacity = fadeOutOpacity;
}
- })
- .attr('fill', function (d, i) {
- if (_emptyColor && !_existenceAccessor(d)) {
- return _emptyColor;
- } else if (_chart.excludedColor() && !_filtered[i]) {
- return _chart.excludedColor();
- } else {
- return _chart.getColor(d);
+ if (isHighlighted) { // Set size for highlighted color data points
+ cSize = _highlightedSize / Math.sqrt(Math.PI);
}
- })
- .attr('transform', _locator)
- .attr('d', _symbol);
+ }
+
+ // Draw point on canvas
+ context.save();
+ context.globalAlpha = cOpacity;
+ context.beginPath();
+ context.arc(_chart.x()(_chart.keyAccessor()(d)), _chart.y()(_chart.valueAccessor()(d)), cSize, 0, 2 * Math.PI, true);
+ context.fillStyle = cColor;
+ context.fill();
+ // context.lineWidth = 0.5; // Commented out code to add stroke around scatter points if desired
+ // context.strokeStyle = '#333';
+ // context.stroke();
+ context.restore();
+ });
+ }
- dc.transition(symbols.exit(), _chart.transitionDuration(), _chart.transitionDelay())
- .attr('opacity', 0).remove();
+ _chart.plotData = function () {
+ if (_useCanvas) {
+ plotOnCanvas();
+ } else {
+ var symbols = _chart.chartBodyG().selectAll('path.symbol')
+ .data(_chart.data());
+
+ symbols
+ .enter()
+ .append('path')
+ .attr('class', 'symbol')
+ .attr('opacity', 0)
+ .attr('fill', _chart.getColor)
+ .attr('transform', _locator);
+
+ symbols.call(renderTitles, _chart.data());
+
+ symbols.each(function (d, i) {
+ _filtered[i] = !_chart.filter() || _chart.filter().isFiltered([d.key[0], d.key[1]]);
+ });
+
+ dc.transition(symbols, _chart.transitionDuration(), _chart.transitionDelay())
+ .attr('opacity', function (d, i) {
+ if (!_existenceAccessor(d)) {
+ return _emptyOpacity;
+ } else if (_filtered[i]) {
+ return _nonemptyOpacity;
+ } else {
+ return _chart.excludedOpacity();
+ }
+ })
+ .attr('fill', function (d, i) {
+ if (_emptyColor && !_existenceAccessor(d)) {
+ return _emptyColor;
+ } else if (_chart.excludedColor() && !_filtered[i]) {
+ return _chart.excludedColor();
+ } else {
+ return _chart.getColor(d);
+ }
+ })
+ .attr('transform', _locator)
+ .attr('d', _symbol);
+
+ dc.transition(symbols.exit(), _chart.transitionDuration(), _chart.transitionDelay())
+ .attr('opacity', 0).remove();
+ }
};
function renderTitles (symbol, d) {
@@ -357,21 +545,29 @@ dc.scatterPlot = function (parent, chartGroup) {
};
_chart.legendHighlight = function (d) {
- resizeSymbolsWhere(function (symbol) {
- return symbol.attr('fill') === d.color;
- }, _highlightedSize);
- _chart.chartBodyG().selectAll('.chart-body path.symbol').filter(function () {
- return d3.select(this).attr('fill') !== d.color;
- }).classed('fadeout', true);
+ if (_useCanvas) {
+ plotOnCanvas(d); // Supply legend datum to plotOnCanvas
+ } else {
+ resizeSymbolsWhere(function (symbol) {
+ return symbol.attr('fill') === d.color;
+ }, _highlightedSize);
+ _chart.chartBodyG().selectAll('.chart-body path.symbol').filter(function () {
+ return d3.select(this).attr('fill') !== d.color;
+ }).classed('fadeout', true);
+ }
};
_chart.legendReset = function (d) {
- resizeSymbolsWhere(function (symbol) {
- return symbol.attr('fill') === d.color;
- }, _symbolSize);
- _chart.chartBodyG().selectAll('.chart-body path.symbol').filter(function () {
- return d3.select(this).attr('fill') !== d.color;
- }).classed('fadeout', false);
+ if (_useCanvas) {
+ plotOnCanvas();
+ } else {
+ resizeSymbolsWhere(function (symbol) {
+ return symbol.attr('fill') === d.color;
+ }, _symbolSize);
+ _chart.chartBodyG().selectAll('.chart-body path.symbol').filter(function () {
+ return d3.select(this).attr('fill') !== d.color;
+ }).classed('fadeout', false);
+ }
};
function resizeSymbolsWhere (condition, size) {
diff --git a/web/examples/sampleData20000.csv b/web/examples/sampleData20000.csv
new file mode 100644
index 000000000..1fcc6c486
--- /dev/null
+++ b/web/examples/sampleData20000.csv
@@ -0,0 +1,20001 @@
+feature1,feature2,feature3,class
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diff --git a/web/examples/scatter-canvas-brushing.html b/web/examples/scatter-canvas-brushing.html
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+
+
+
+ dc.js - Scatter Plot Brushing Example
+
+
+
+
Plotting 20,000 data points in 2 plots. Plots may take several seconds to load. Brush on one chart to see the points filtered on the other.
+
+
+
+
+
+
+
+
+
dc.js - Scatter Plot Brushing Example - Large Dataset, Canvas Backend
+
+
+
dc.js - Scatter Plot Brushing Example - Large Dataset, Canvas Backend
+
Plotting 20,000 data points in 2 plots. Plots may take several seconds to load. Brush on one chart to see the points filtered on the other. Compare against performance using SVG backend in the SVG large dataset scatter plot example .
+
+
+
+
dc.js - Scatter Plot Brushing Example - Large Dataset, Canvas Backend
+
+
+
dc.js - Scatter Plot Brushing Example - Large Dataset, SVG Backend
+
Plotting 20,000 data points in 2 plots. Plots may take a few seconds to load. Brush on one chart to see the points filtered on the other. Compare against performance using Canvas backend in the Canvas scatter plot example .
+
+
+
+