d3.parcoords = function(config) { var __ = { data: [], dimensions: [], dimensionTitles: {}, types: {}, brushed: false, mode: "default", rate: 20, width: 600, height: 300, margin: { top: 24, right: 0, bottom: 12, left: 0 }, color: "#069", composite: "source-over", alpha: 0.7, bundlingStrength: 0.5, bundleDimension: null, smoothness: 0.25, showControlPoints: false, hideAxis : [] }; extend(__, config); var pc = function(selection) { selection = pc.selection = d3.select(selection); __.width = selection[0][0].clientWidth; __.height = selection[0][0].clientHeight; // canvas data layers ["shadows", "marks", "foreground", "highlight"].forEach(function(layer) { canvas[layer] = selection .append("canvas") .attr("class", layer)[0][0]; ctx[layer] = canvas[layer].getContext("2d"); }); // svg tick and brush layers pc.svg = selection .append("svg") .attr("width", __.width) .attr("height", __.height) .append("svg:g") .attr("transform", "translate(" + __.margin.left + "," + __.margin.top + ")"); return pc; }; var events = d3.dispatch.apply(this,["render", "resize", "highlight", "brush", "brushend"].concat(d3.keys(__))), w = function() { return __.width - __.margin.right - __.margin.left; }, h = function() { return __.height - __.margin.top - __.margin.bottom; }, flags = { brushable: false, reorderable: false, axes: false, interactive: false, shadows: false, debug: false }, xscale = d3.scale.ordinal(), yscale = {}, dragging = {}, line = d3.svg.line(), axis = d3.svg.axis().orient("left").ticks(5), g, // groups for axes, brushes ctx = {}, canvas = {}, clusterCentroids = []; // side effects for setters var side_effects = d3.dispatch.apply(this,d3.keys(__)) .on("composite", function(d) { ctx.foreground.globalCompositeOperation = d.value; }) .on("alpha", function(d) { ctx.foreground.globalAlpha = d.value; }) .on("width", function(d) { pc.resize(); }) .on("height", function(d) { pc.resize(); }) .on("margin", function(d) { pc.resize(); }) .on("rate", function(d) { rqueue.rate(d.value); }) .on("data", function(d) { if (flags.shadows){paths(__.data, ctx.shadows);} }) .on("dimensions", function(d) { xscale.domain(__.dimensions); if (flags.interactive){pc.render().updateAxes();} }) .on("bundleDimension", function(d) { if (!__.dimensions.length) pc.detectDimensions(); if (!(__.dimensions[0] in yscale)) pc.autoscale(); if (typeof d.value === "number") { if (d.value < __.dimensions.length) { __.bundleDimension = __.dimensions[d.value]; } else if (d.value < __.hideAxis.length) { __.bundleDimension = __.hideAxis[d.value]; } } else { __.bundleDimension = d.value; } __.clusterCentroids = compute_cluster_centroids(__.bundleDimension); }) .on("hideAxis", function(d) { if (!__.dimensions.length) pc.detectDimensions(); pc.dimensions(without(__.dimensions, d.value)); }); // expose the state of the chart pc.state = __; pc.flags = flags; // create getter/setters getset(pc, __, events); // expose events d3.rebind(pc, events, "on"); // tick formatting d3.rebind(pc, axis, "ticks", "orient", "tickValues", "tickSubdivide", "tickSize", "tickPadding", "tickFormat"); // getter/setter with event firing function getset(obj,state,events) { d3.keys(state).forEach(function(key) { obj[key] = function(x) { if (!arguments.length) { return state[key]; } var old = state[key]; state[key] = x; side_effects[key].call(pc,{"value": x, "previous": old}); events[key].call(pc,{"value": x, "previous": old}); return obj; }; }); }; function extend(target, source) { for (key in source) { target[key] = source[key]; } return target; }; function without(arr, item) { return arr.filter(function(elem) { return item.indexOf(elem) === -1; }) }; pc.autoscale = function() { // yscale var defaultScales = { "date": function(k) { return d3.time.scale() .domain(d3.extent(__.data, function(d) { return d[k] ? d[k].getTime() : null; })) .range([h()+1, 1]); }, "number": function(k) { return d3.scale.linear() .domain(d3.extent(__.data, function(d) { return +d[k]; })) .range([h()+1, 1]); }, "string": function(k) { return d3.scale.ordinal() .domain(__.data.map(function(p) { return p[k]; })) .rangePoints([h()+1, 1]); } }; __.dimensions.forEach(function(k) { yscale[k] = defaultScales[__.types[k]](k); }); __.hideAxis.forEach(function(k) { yscale[k] = defaultScales[__.types[k]](k); }); // hack to remove ordinal dimensions with many values pc.dimensions(pc.dimensions().filter(function(p,i) { var uniques = yscale[p].domain().length; if (__.types[p] == "string" && (uniques > 60 || uniques < 2)) { return false; } return true; })); // xscale xscale.rangePoints([0, w()], 1); // canvas sizes pc.selection.selectAll("canvas") .style("margin-top", __.margin.top + "px") .style("margin-left", __.margin.left + "px") .attr("width", w()+2) .attr("height", h()+2); // default styles, needs to be set when canvas width changes ctx.foreground.strokeStyle = __.color; ctx.foreground.lineWidth = 1.4; ctx.foreground.globalCompositeOperation = __.composite; ctx.foreground.globalAlpha = __.alpha; ctx.highlight.lineWidth = 3; ctx.shadows.strokeStyle = "#dadada"; return this; }; pc.scale = function(d, domain) { yscale[d].domain(domain); return this; }; pc.flip = function(d) { //yscale[d].domain().reverse(); // does not work yscale[d].domain(yscale[d].domain().reverse()); // works return this; }; pc.commonScale = function(global, type) { var t = type || "number"; if (typeof global === 'undefined') { global = true; } // scales of the same type var scales = __.dimensions.concat(__.hideAxis).filter(function(p) { return __.types[p] == t; }); if (global) { var extent = d3.extent(scales.map(function(p,i) { return yscale[p].domain(); }).reduce(function(a,b) { return a.concat(b); })); scales.forEach(function(d) { yscale[d].domain(extent); }); } else { scales.forEach(function(k) { yscale[k].domain(d3.extent(__.data, function(d) { return +d[k]; })); }); } // update centroids if (__.bundleDimension !== null) { pc.bundleDimension(__.bundleDimension); } return this; };pc.detectDimensions = function() { pc.types(pc.detectDimensionTypes(__.data)); pc.dimensions(d3.keys(pc.types())); return this; }; // a better "typeof" from this post: http://stackoverflow.com/questions/7390426/better-way-to-get-type-of-a-javascript-variable pc.toType = function(v) { return ({}).toString.call(v).match(/\s([a-zA-Z]+)/)[1].toLowerCase(); }; // try to coerce to number before returning type pc.toTypeCoerceNumbers = function(v) { if ((parseFloat(v) == v) && (v != null)) { return "number"; } return pc.toType(v); }; // attempt to determine types of each dimension based on first row of data pc.detectDimensionTypes = function(data) { var types = {}; d3.keys(data[0]) .forEach(function(col) { types[col] = pc.toTypeCoerceNumbers(data[0][col]); }); return types; }; pc.render = function() { // try to autodetect dimensions and create scales if (!__.dimensions.length) pc.detectDimensions(); if (!(__.dimensions[0] in yscale)) pc.autoscale(); pc.render[__.mode](); events.render.call(this); return this; }; pc.render['default'] = function() { pc.clear('foreground'); if (__.brushed) { __.brushed.forEach(path_foreground); } else { __.data.forEach(path_foreground); } }; var rqueue = d3.renderQueue(path_foreground) .rate(50) .clear(function() { pc.clear('foreground'); }); pc.render.queue = function() { if (__.brushed) { rqueue(__.brushed); } else { rqueue(__.data); } }; function compute_cluster_centroids(d) { var clusterCentroids = d3.map(); var clusterCounts = d3.map(); // determine clusterCounts __.data.forEach(function(row) { var scaled = yscale[d](row[d]); if (!clusterCounts.has(scaled)) { clusterCounts.set(scaled, 0); } var count = clusterCounts.get(scaled); clusterCounts.set(scaled, count + 1); }); __.data.forEach(function(row) { __.dimensions.map(function(p, i) { var scaled = yscale[d](row[d]); if (!clusterCentroids.has(scaled)) { var map = d3.map(); clusterCentroids.set(scaled, map); } if (!clusterCentroids.get(scaled).has(p)) { clusterCentroids.get(scaled).set(p, 0); } var value = clusterCentroids.get(scaled).get(p); value += yscale[p](row[p]) / clusterCounts.get(scaled); clusterCentroids.get(scaled).set(p, value); }); }); return clusterCentroids; } function compute_centroids(row) { var centroids = []; var p = __.dimensions; var cols = p.length; var a = 0.5; // center between axes for (var i = 0; i < cols; ++i) { // centroids on 'real' axes var x = position(p[i]); var y = yscale[p[i]](row[p[i]]); centroids.push($V([x, y])); // centroids on 'virtual' axes if (i < cols - 1) { var cx = x + a * (position(p[i+1]) - x); var cy = y + a * (yscale[p[i+1]](row[p[i+1]]) - y); if (__.bundleDimension !== null) { var leftCentroid = __.clusterCentroids.get(yscale[__.bundleDimension](row[__.bundleDimension])).get(p[i]); var rightCentroid = __.clusterCentroids.get(yscale[__.bundleDimension](row[__.bundleDimension])).get(p[i+1]); var centroid = 0.5 * (leftCentroid + rightCentroid); cy = centroid + (1 - __.bundlingStrength) * (cy - centroid); } centroids.push($V([cx, cy])); } } return centroids; } function compute_control_points(centroids) { var cols = centroids.length; var a = __.smoothness; var cps = []; cps.push(centroids[0]); cps.push($V([centroids[0].e(1) + a*2*(centroids[1].e(1)-centroids[0].e(1)), centroids[0].e(2)])); for (var col = 1; col < cols - 1; ++col) { var mid = centroids[col]; var left = centroids[col - 1]; var right = centroids[col + 1]; var diff = left.subtract(right); cps.push(mid.add(diff.x(a))); cps.push(mid); cps.push(mid.subtract(diff.x(a))); } cps.push($V([centroids[cols-1].e(1) + a*2*(centroids[cols-2].e(1)-centroids[cols-1].e(1)), centroids[cols-1].e(2)])); cps.push(centroids[cols - 1]); return cps; };pc.shadows = function() { flags.shadows = true; if (__.data.length > 0) { paths(__.data, ctx.shadows); } return this; }; // draw little dots on the axis line where data intersects pc.axisDots = function() { var ctx = pc.ctx.marks; ctx.globalAlpha = d3.min([ 1 / Math.pow(data.length, 1 / 2), 1 ]); __.data.forEach(function(d) { __.dimensions.map(function(p, i) { ctx.fillRect(position(p) - 0.75, yscale[p](d[p]) - 0.75, 1.5, 1.5); }); }); return this; }; // draw single cubic bezier curve function single_curve(d, ctx) { var centroids = compute_centroids(d); var cps = compute_control_points(centroids); ctx.moveTo(cps[0].e(1), cps[0].e(2)); for (var i = 1; i < cps.length; i += 3) { if (__.showControlPoints) { for (var j = 0; j < 3; j++) { ctx.fillRect(cps[i+j].e(1), cps[i+j].e(2), 2, 2); } } ctx.bezierCurveTo(cps[i].e(1), cps[i].e(2), cps[i+1].e(1), cps[i+1].e(2), cps[i+2].e(1), cps[i+2].e(2)); } }; // draw single polyline function color_path(d, ctx) { ctx.strokeStyle = d3.functor(__.color)(d); ctx.beginPath(); if (__.bundleDimension === null || (__.bundlingStrength === 0 && __.smoothness == 0)) { single_path(d, ctx); } else { single_curve(d, ctx); } ctx.stroke(); }; // draw many polylines of the same color function paths(data, ctx) { ctx.clearRect(-1, -1, w() + 2, h() + 2); ctx.beginPath(); data.forEach(function(d) { if (__.bundleDimension === null || (__.bundlingStrength === 0 && __.smoothness == 0)) { single_path(d, ctx); } else { single_curve(d, ctx); } }); ctx.stroke(); }; function single_path(d, ctx) { __.dimensions.map(function(p, i) { if (i == 0) { ctx.moveTo(position(p), yscale[p](d[p])); } else { ctx.lineTo(position(p), yscale[p](d[p])); } }); } function path_foreground(d) { return color_path(d, ctx.foreground); }; function path_highlight(d) { return color_path(d, ctx.highlight); }; pc.clear = function(layer) { ctx[layer].clearRect(0,0,w()+2,h()+2); return this; }; pc.createAxes = function() { if (g) pc.removeAxes(); // Add a group element for each dimension. g = pc.svg.selectAll(".dimension") .data(__.dimensions, function(d) { return d; }) .enter().append("svg:g") .attr("class", "dimension") .attr("transform", function(d) { return "translate(" + xscale(d) + ")"; }); // Add an axis and title. g.append("svg:g") .attr("class", "axis") .attr("transform", "translate(0,0)") .each(function(d) { d3.select(this).call(axis.scale(yscale[d])); }) .append("svg:text") .attr({ "text-anchor": "middle", "y": 0, "transform": "translate(0,-12)", "x": 0, "class": "label" }) .text(function(d) { return d in __.dimensionTitles ? __.dimensionTitles[d] : d; // dimension display names }); flags.axes= true; return this; }; pc.removeAxes = function() { g.remove(); return this; }; pc.updateAxes = function() { var g_data = pc.svg.selectAll(".dimension") .data(__.dimensions, function(d) { return d; }); g_data.enter().append("svg:g") .attr("class", "dimension") .attr("transform", function(p) { return "translate(" + position(p) + ")"; }) .style("opacity", 0) .append("svg:g") .attr("class", "axis") .attr("transform", "translate(0,0)") .each(function(d) { d3.select(this).call(axis.scale(yscale[d])); }) .append("svg:text") .attr({ "text-anchor": "middle", "y": 0, "transform": "translate(0,-12)", "x": 0, "class": "label" }) .text(String); g_data.exit().remove(); g = pc.svg.selectAll(".dimension"); g.transition().duration(1100) .attr("transform", function(p) { return "translate(" + position(p) + ")"; }) .style("opacity", 1); pc.svg.selectAll(".axis").transition().duration(1100) .each(function(d) { d3.select(this).call(axis.scale(yscale[d])); }); if (flags.shadows) paths(__.data, ctx.shadows); if (flags.brushable) pc.brushable(); if (flags.reorderable) pc.reorderable(); return this; }; pc.brushable = function() { if (!g) pc.createAxes(); // Add and store a brush for each axis. g.append("svg:g") .attr("class", "brush") .each(function(d) { d3.select(this).call( yscale[d].brush = d3.svg.brush() .y(yscale[d]) .on("brushstart", function() { d3.event.sourceEvent.stopPropagation(); }) .on("brush", pc.brush) .on("brushend", function() { events.brushend.call(pc, __.brushed); }) ); }) .selectAll("rect") .style("visibility", null) .attr("x", -15) .attr("width", 30); flags.brushable = true; return this; }; pc.brushExtents = function() { var extents = {}; __.dimensions.forEach(function(d) { var brush = yscale[d].brush; if (!brush.empty()) { // https://github.com/mbostock/d3/wiki/SVG-Controls#brush_extent // NOTE: According to the documentation, inversion is required *if* the // brush is moved by the user (on mousemove following a mousedown). // However, this gets me the wrong values, so no inversion here. // See issue: mbostock/d3 #1981 var extent = brush.extent(); extent.sort(d3.ascending); extents[d] = extent; } }); return extents; }; // Jason Davies, http://bl.ocks.org/1341281 pc.reorderable = function() { if (!g) pc.createAxes(); g.style("cursor", "move") .call(d3.behavior.drag() .on("dragstart", function(d) { dragging[d] = this.__origin__ = xscale(d); }) .on("drag", function(d) { dragging[d] = Math.min(w(), Math.max(0, this.__origin__ += d3.event.dx)); __.dimensions.sort(function(a, b) { return position(a) - position(b); }); xscale.domain(__.dimensions); pc.render(); g.attr("transform", function(d) { return "translate(" + position(d) + ")"; }); }) .on("dragend", function(d) { delete this.__origin__; delete dragging[d]; d3.select(this).transition().attr("transform", "translate(" + xscale(d) + ")"); pc.render(); })); flags.reorderable = true; return this; }; // pairs of adjacent dimensions pc.adjacent_pairs = function(arr) { var ret = []; for (var i = 0; i < arr.length-1; i++) { ret.push([arr[i],arr[i+1]]); }; return ret; }; pc.interactive = function() { flags.interactive = true; return this; }; // Get data within brushes pc.brush = function() { __.brushed = selected(); events.brush.call(pc,__.brushed); pc.render(); }; // expose a few objects pc.xscale = xscale; pc.yscale = yscale; pc.ctx = ctx; pc.canvas = canvas; pc.g = function() { return g; }; pc.brushReset = function(dimension) { __.brushed = false; if (g) { g.selectAll('.brush') .each(function(d) { d3.select(this).call( yscale[d].brush.clear() ); }); pc.render(); } return this; }; // rescale for height, width and margins // TODO currently assumes chart is brushable, and destroys old brushes pc.resize = function() { // selection size pc.selection.select("svg") .attr("width", __.width) .attr("height", __.height) pc.svg.attr("transform", "translate(" + __.margin.left + "," + __.margin.top + ")"); // FIXME: the current brush state should pass through if (flags.brushable) pc.brushReset(); // scales pc.autoscale(); // axes, destroys old brushes. if (g) pc.createAxes(); if (flags.shadows) paths(__.data, ctx.shadows); if (flags.brushable) pc.brushable(); if (flags.reorderable) pc.reorderable(); events.resize.call(this, {width: __.width, height: __.height, margin: __.margin}); return this; }; // highlight an array of data pc.highlight = function(data) { pc.clear("highlight"); d3.select(canvas.foreground).classed("faded", true); data.forEach(path_highlight); events.highlight.call(this,data); return this; }; // clear highlighting pc.unhighlight = function(data) { pc.clear("highlight"); d3.select(canvas.foreground).classed("faded", false); return this; }; // calculate 2d intersection of line a->b with line c->d // points are objects with x and y properties pc.intersection = function(a, b, c, d) { return { x: ((a.x * b.y - a.y * b.x) * (c.x - d.x) - (a.x - b.x) * (c.x * d.y - c.y * d.x)) / ((a.x - b.x) * (c.y - d.y) - (a.y - b.y) * (c.x - d.x)), y: ((a.x * b.y - a.y * b.x) * (c.y - d.y) - (a.y - b.y) * (c.x * d.y - c.y * d.x)) / ((a.x - b.x) * (c.y - d.y) - (a.y - b.y) * (c.x - d.x)) }; }; function is_brushed(p) { return !yscale[p].brush.empty(); }; // data within extents function selected() { var actives = __.dimensions.filter(is_brushed), extents = actives.map(function(p) { return yscale[p].brush.extent(); }); // We don't want to return the full data set when there are no axes brushed. // Actually, when there are no axes brushed, by definition, no items are // selected. So, let's avoid the filtering and just return false. if (actives.length === 0) return false; // test if within range var within = { "date": function(d,p,dimension) { return extents[dimension][0] <= d[p] && d[p] <= extents[dimension][1] }, "number": function(d,p,dimension) { return extents[dimension][0] <= d[p] && d[p] <= extents[dimension][1] }, "string": function(d,p,dimension) { return extents[dimension][0] <= yscale[p](d[p]) && yscale[p](d[p]) <= extents[dimension][1] } }; return __.data .filter(function(d) { return actives.every(function(p, dimension) { return within[__.types[p]](d,p,dimension); }); }); }; function position(d) { var v = dragging[d]; return v == null ? xscale(d) : v; } pc.toString = function() { return "Parallel Coordinates: " + __.dimensions.length + " dimensions (" + d3.keys(__.data[0]).length + " total) , " + __.data.length + " rows"; }; pc.version = "0.4.0"; return pc; }; d3.renderQueue = (function(func) { var _queue = [], // data to be rendered _rate = 10, // number of calls per frame _clear = function() {}, // clearing function _i = 0; // current iteration var rq = function(data) { if (data) rq.data(data); rq.invalidate(); _clear(); rq.render(); }; rq.render = function() { _i = 0; var valid = true; rq.invalidate = function() { valid = false; }; function doFrame() { if (!valid) return true; if (_i > _queue.length) return true; var chunk = _queue.slice(_i,_i+_rate); _i += _rate; chunk.map(func); } d3.timer(doFrame); }; rq.data = function(data) { rq.invalidate(); _queue = data.slice(0); return rq; }; rq.rate = function(value) { if (!arguments.length) return _rate; _rate = value; return rq; }; rq.remaining = function() { return _queue.length - _i; }; // clear the canvas rq.clear = function(func) { if (!arguments.length) { _clear(); return rq; } _clear = func; return rq; }; rq.invalidate = function() {}; return rq; });