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EcoEngine Parallel Coordinates
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// modified | |
d3.parcoords = function(config) { | |
var __ = { | |
data: [], | |
highlighted: [], | |
dimensions: [], | |
dimensionTitles: {}, | |
dimensionTitleRotation: 0, | |
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", "axesreorder"].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"); | |
// 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) { | |
var counts = {}, | |
domain = []; | |
// Let's get the count for each value so that we can sort the domain based | |
// on the number of items for each value. | |
__.data.map(function(p) { | |
if (counts[p[k]] === undefined) { | |
counts[p[k]] = 1; | |
} else { | |
counts[p[k]] = counts[p[k]] + 1; | |
} | |
}); | |
domain = Object.getOwnPropertyNames(counts).sort(function(a, b) { | |
return counts[a] - counts[b]; | |
}); | |
return d3.scale.ordinal() | |
.domain(domain) | |
.rangePoints([h()+1, 1]); | |
} | |
}; | |
__.dimensions.forEach(function(k) { | |
yscale[k] = defaultScales[__.types[k]](k); | |
}); | |
__.hideAxis.forEach(function(k) { | |
yscale[k] = defaultScales[__.types[k]](k); | |
}); | |
// 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 = 1.8; | |
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); | |
__.highlighted.forEach(path_highlight); | |
} else { | |
__.data.forEach(path_foreground); | |
__.highlighted.forEach(path_highlight); | |
} | |
}; | |
var rqueue = d3.renderQueue(path_foreground) | |
.rate(50) | |
.clear(function() { | |
pc.clear('foreground'); | |
pc.clear('highlight'); | |
}); | |
pc.render.queue = function() { | |
if (__.brushed) { | |
rqueue(__.brushed); | |
__.highlighted.forEach(path_highlight); | |
} else { | |
rqueue(__.data); | |
__.highlighted.forEach(path_highlight); | |
} | |
}; | |
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, i, ctx) { | |
ctx.strokeStyle = d3.functor(__.color)(d, i); | |
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, i) { | |
return color_path(d, i, ctx.foreground); | |
}; | |
function path_highlight(d, i) { | |
return color_path(d, i, ctx.highlight); | |
}; | |
pc.clear = function(layer) { | |
ctx[layer].clearRect(0,0,w()+2,h()+2); | |
return this; | |
}; | |
function flipAxisAndUpdatePCP(dimension, i) { | |
var g = pc.svg.selectAll(".dimension"); | |
pc.flip(dimension); | |
d3.select(g[0][i]) | |
.transition() | |
.duration(1100) | |
.call(axis.scale(yscale[dimension])); | |
pc.render(); | |
if (flags.shadows) paths(__.data, ctx.shadows); | |
} | |
function rotateLabels() { | |
var delta = d3.event.deltaY; | |
delta = delta < 0 ? -5 : delta; | |
delta = delta > 0 ? 5 : delta; | |
__.dimensionTitleRotation += delta; | |
pc.svg.selectAll("text.label") | |
.attr("transform", "translate(0,-5) rotate(" + __.dimensionTitleRotation + ")"); | |
d3.event.preventDefault(); | |
} | |
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,-5) rotate(" + __.dimensionTitleRotation + ")", | |
"x": 0, | |
"class": "label" | |
}) | |
.text(function(d) { | |
return d in __.dimensionTitles ? __.dimensionTitles[d] : d; // dimension display names | |
}) | |
.on("dblclick", flipAxisAndUpdatePCP) | |
.on("wheel", rotateLabels); | |
flags.axes= true; | |
return this; | |
}; | |
pc.removeAxes = function() { | |
g.remove(); | |
return this; | |
}; | |
pc.updateAxes = function() { | |
var g_data = pc.svg.selectAll(".dimension").data(__.dimensions); | |
// Enter | |
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,-5) rotate(" + __.dimensionTitleRotation + ")", | |
"x": 0, | |
"class": "label" | |
}) | |
.text(String) | |
.on("dblclick", flipAxisAndUpdatePCP) | |
.on("wheel", rotateLabels); | |
// Update | |
g_data.attr("opacity", 0); | |
g_data.select(".axis") | |
.transition() | |
.duration(1100) | |
.each(function(d) { | |
d3.select(this).call(axis.scale(yscale[d])); | |
}); | |
g_data.select(".label") | |
.transition() | |
.duration(1100) | |
.text(String) | |
.attr("transform", "translate(0,-5) rotate(" + __.dimensionTitleRotation + ")"); | |
// Exit | |
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(); | |
if (pc.brushMode() !== "None") { | |
var mode = pc.brushMode(); | |
pc.brushMode("None"); | |
pc.brushMode(mode); | |
} | |
return this; | |
}; | |
// Jason Davies, http://bl.ocks.org/1341281 | |
pc.reorderable = function() { | |
if (!g) pc.createAxes(); | |
// Keep track of the order of the axes to verify if the order has actually | |
// changed after a drag ends. Changed order might have consequence (e.g. | |
// strums that need to be reset). | |
var dimsAtDragstart; | |
g.style("cursor", "move") | |
.call(d3.behavior.drag() | |
.on("dragstart", function(d) { | |
dragging[d] = this.__origin__ = xscale(d); | |
dimsAtDragstart = __.dimensions.slice(); | |
}) | |
.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, i) { | |
// Let's see if the order has changed and send out an event if so. | |
var j = __.dimensions.indexOf(d), | |
parent = this.parentElement; | |
if (i !== j) { | |
events.axesreorder.call(pc, __.dimensions); | |
// We now also want to reorder the actual dom elements that represent | |
// the axes. That is, the g.dimension elements. If we don't do this, | |
// we get a weird and confusing transition when updateAxes is called. | |
// This is due to the fact that, initially the nth g.dimension element | |
// represents the nth axis. However, after a manual reordering, | |
// without reordering the dom elements, the nth dom elements no longer | |
// necessarily represents the nth axis. | |
// | |
// i is the original index of the dom element | |
// j is the new index of the dom element | |
parent.insertBefore(this, parent.children[j + 1]) | |
} | |
delete this.__origin__; | |
delete dragging[d]; | |
d3.select(this).transition().attr("transform", "translate(" + xscale(d) + ")"); | |
pc.render(); | |
if (flags.shadows) paths(__.data, ctx.shadows); | |
})); | |
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; | |
}; | |
var brush = { | |
modes: { | |
"None": { | |
install: function(pc) {}, // Nothing to be done. | |
uninstall: function(pc) {}, // Nothing to be done. | |
selected: function() { return []; } // Nothing to return | |
} | |
}, | |
mode: "None", | |
predicate: "AND", | |
currentMode: function() { | |
return this.modes[this.mode]; | |
} | |
}; | |
// This function can be used for 'live' updates of brushes. That is, during the | |
// specification of a brush, this method can be called to update the view. | |
// | |
// @param newSelection - The new set of data items that is currently contained | |
// by the brushes | |
function brushUpdated(newSelection) { | |
__.brushed = newSelection; | |
events.brush.call(pc,__.brushed); | |
pc.render(); | |
} | |
function brushPredicate(predicate) { | |
if (!arguments.length) { return brush.predicate; } | |
predicate = String(predicate).toUpperCase(); | |
if (predicate !== "AND" && predicate !== "OR") { | |
throw "Invalid predicate " + predicate; | |
} | |
brush.predicate = predicate; | |
__.brushed = brush.currentMode().selected(); | |
pc.render(); | |
return pc; | |
} | |
pc.brushModes = function() { | |
return Object.getOwnPropertyNames(brush.modes); | |
}; | |
pc.brushMode = function(mode) { | |
if (arguments.length === 0) { | |
return brush.mode; | |
} | |
if (pc.brushModes().indexOf(mode) === -1) { | |
throw "pc.brushmode: Unsupported brush mode: " + mode; | |
} | |
// Make sure that we don't trigger unnecessary events by checking if the mode | |
// actually changes. | |
if (mode !== brush.mode) { | |
// When changing brush modes, the first thing we need to do is clearing any | |
// brushes from the current mode, if any. | |
if (brush.mode !== "None") { | |
pc.brushReset(); | |
} | |
// Next, we need to 'uninstall' the current brushMode. | |
brush.modes[brush.mode].uninstall(pc); | |
// Finally, we can install the requested one. | |
brush.mode = mode; | |
brush.modes[brush.mode].install(); | |
if (mode === "None") { | |
delete pc.brushPredicate; | |
} else { | |
pc.brushPredicate = brushPredicate; | |
} | |
} | |
return pc; | |
}; | |
// brush mode: 1D-Axes | |
(function() { | |
var brushes = {}; | |
function is_brushed(p) { | |
return !brushes[p].empty(); | |
} | |
// data within extents | |
function selected() { | |
var actives = __.dimensions.filter(is_brushed), | |
extents = actives.map(function(p) { return brushes[p].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; | |
// Resolves broken examples for now. They expect to get the full dataset back from empty brushes | |
if (actives.length === 0) return __.data; | |
// 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) { | |
switch(brush.predicate) { | |
case "AND": | |
return actives.every(function(p, dimension) { | |
return within[__.types[p]](d,p,dimension); | |
}); | |
case "OR": | |
return actives.some(function(p, dimension) { | |
return within[__.types[p]](d,p,dimension); | |
}); | |
default: | |
throw "Unknown brush predicate " + __.brushPredicate; | |
} | |
}); | |
}; | |
function brushExtents() { | |
var extents = {}; | |
__.dimensions.forEach(function(d) { | |
var brush = brushes[d]; | |
if (!brush.empty()) { | |
var extent = brush.extent(); | |
extent.sort(d3.ascending); | |
extents[d] = extent; | |
} | |
}); | |
return extents; | |
} | |
function brushFor(axis) { | |
var brush = d3.svg.brush(); | |
brush | |
.y(yscale[axis]) | |
.on("brushstart", function() { d3.event.sourceEvent.stopPropagation() }) | |
.on("brush", function() { | |
brushUpdated(selected()); | |
}) | |
.on("brushend", function() { | |
events.brushend.call(pc, __.brushed); | |
}); | |
brushes[axis] = brush; | |
return brush; | |
} | |
function brushReset(dimension) { | |
__.brushed = false; | |
if (g) { | |
g.selectAll('.brush') | |
.each(function(d) { | |
d3.select(this).call( | |
brushes[d].clear() | |
); | |
}); | |
pc.render(); | |
} | |
return this; | |
}; | |
function install() { | |
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(brushFor(d)); | |
}) | |
.selectAll("rect") | |
.style("visibility", null) | |
.attr("x", -15) | |
.attr("width", 30); | |
pc.brushExtents = brushExtents; | |
pc.brushReset = brushReset; | |
return pc; | |
} | |
brush.modes["1D-axes"] = { | |
install: install, | |
uninstall: function() { | |
g.selectAll(".brush").remove(); | |
brushes = {}; | |
delete pc.brushExtents; | |
delete pc.brushReset; | |
}, | |
selected: selected | |
} | |
})(); | |
// brush mode: 2D-strums | |
// bl.ocks.org/syntagmatic/5441022 | |
(function() { | |
var strums = {}, | |
strumRect; | |
function drawStrum(strum, activePoint) { | |
var svg = pc.selection.select("svg").select("g#strums"), | |
id = strum.dims.i, | |
points = [strum.p1, strum.p2], | |
line = svg.selectAll("line#strum-" + id).data([strum]), | |
circles = svg.selectAll("circle#strum-" + id).data(points), | |
drag = d3.behavior.drag(); | |
line.enter() | |
.append("line") | |
.attr("id", "strum-" + id) | |
.attr("class", "strum"); | |
line | |
.attr("x1", function(d) { return d.p1[0]; }) | |
.attr("y1", function(d) { return d.p1[1]; }) | |
.attr("x2", function(d) { return d.p2[0]; }) | |
.attr("y2", function(d) { return d.p2[1]; }) | |
.attr("stroke", "black") | |
.attr("stroke-width", 2); | |
drag | |
.on("drag", function(d, i) { | |
var ev = d3.event; | |
i = i + 1; | |
strum["p" + i][0] = Math.min(Math.max(strum.minX + 1, ev.x), strum.maxX); | |
strum["p" + i][1] = Math.min(Math.max(strum.minY, ev.y), strum.maxY); | |
drawStrum(strum, i - 1); | |
}) | |
.on("dragend", onDragEnd()); | |
circles.enter() | |
.append("circle") | |
.attr("id", "strum-" + id) | |
.attr("class", "strum"); | |
circles | |
.attr("cx", function(d) { return d[0]; }) | |
.attr("cy", function(d) { return d[1]; }) | |
.attr("r", 5) | |
.style("opacity", function(d, i) { | |
return (activePoint !== undefined && i === activePoint) ? 0.8 : 0; | |
}) | |
.on("mouseover", function() { | |
d3.select(this).style("opacity", 0.8); | |
}) | |
.on("mouseout", function() { | |
d3.select(this).style("opacity", 0); | |
}) | |
.call(drag); | |
} | |
function dimensionsForPoint(p) { | |
var dims = { i: -1, left: undefined, right: undefined }; | |
__.dimensions.some(function(dim, i) { | |
if (xscale(dim) < p[0]) { | |
var next = __.dimensions[i + 1]; | |
dims.i = i; | |
dims.left = dim; | |
dims.right = next; | |
return false; | |
} | |
return true; | |
}); | |
if (dims.left === undefined) { | |
// Event on the left side of the first axis. | |
dims.i = 0; | |
dims.left = __.dimensions[0]; | |
dims.right = __.dimensions[1]; | |
} else if (dims.right === undefined) { | |
// Event on the right side of the last axis | |
dims.i = __.dimensions.length - 1; | |
dims.right = dims.left; | |
dims.left = __.dimensions[__.dimensions.length - 2]; | |
} | |
return dims; | |
} | |
function onDragStart() { | |
// First we need to determine between which two axes the sturm was started. | |
// This will determine the freedom of movement, because a strum can | |
// logically only happen between two axes, so no movement outside these axes | |
// should be allowed. | |
return function() { | |
var p = d3.mouse(strumRect[0][0]), | |
dims = dimensionsForPoint(p), | |
strum = { | |
p1: p, | |
dims: dims, | |
minX: xscale(dims.left), | |
maxX: xscale(dims.right), | |
minY: 0, | |
maxY: h() | |
}; | |
strums[dims.i] = strum; | |
strums.active = dims.i; | |
// Make sure that the point is within the bounds | |
strum.p1[0] = Math.min(Math.max(strum.minX, p[0]), strum.maxX); | |
strum.p1[1] = p[1] - __.margin.top; | |
strum.p2 = strum.p1.slice(); | |
}; | |
} | |
function onDrag() { | |
return function() { | |
var ev = d3.event, | |
strum = strums[strums.active]; | |
// Make sure that the point is within the bounds | |
strum.p2[0] = Math.min(Math.max(strum.minX + 1, ev.x), strum.maxX); | |
strum.p2[1] = Math.min(Math.max(strum.minY, ev.y - __.margin.top), strum.maxY); | |
drawStrum(strum, 1); | |
}; | |
} | |
function containmentTest(strum, width) { | |
var p1 = [strum.p1[0] - strum.minX, strum.p1[1] - strum.minX], | |
p2 = [strum.p2[0] - strum.minX, strum.p2[1] - strum.minX], | |
m1 = 1 - width / p1[0], | |
b1 = p1[1] * (1 - m1), | |
m2 = 1 - width / p2[0], | |
b2 = p2[1] * (1 - m2); | |
// test if point falls between lines | |
return function(p) { | |
var x = p[0], | |
y = p[1], | |
y1 = m1 * x + b1, | |
y2 = m2 * x + b2; | |
if (y > Math.min(y1, y2) && y < Math.max(y1, y2)) { | |
return true; | |
} | |
return false; | |
}; | |
} | |
function selected() { | |
var ids = Object.getOwnPropertyNames(strums), | |
brushed = __.data; | |
// Get the ids of the currently active strums. | |
ids = ids.filter(function(d) { | |
return !isNaN(d); | |
}); | |
function crossesStrum(d, id) { | |
var strum = strums[id], | |
test = containmentTest(strum, strums.width(id)), | |
d1 = strum.dims.left, | |
d2 = strum.dims.right, | |
y1 = yscale[d1], | |
y2 = yscale[d2], | |
point = [y1(d[d1]) - strum.minX, y2(d[d2]) - strum.minX]; | |
return test(point); | |
} | |
if (ids.length === 0) { return brushed; } | |
return brushed.filter(function(d) { | |
switch(brush.predicate) { | |
case "AND": | |
return ids.every(function(id) { return crossesStrum(d, id); }); | |
case "OR": | |
return ids.some(function(id) { return crossesStrum(d, id); }); | |
default: | |
throw "Unknown brush predicate " + __.brushPredicate; | |
} | |
}); | |
} | |
function removeStrum() { | |
var strum = strums[strums.active], | |
svg = pc.selection.select("svg").select("g#strums"); | |
delete strums[strums.active]; | |
strums.active = undefined; | |
svg.selectAll("line#strum-" + strum.dims.i).remove(); | |
svg.selectAll("circle#strum-" + strum.dims.i).remove(); | |
} | |
function onDragEnd() { | |
return function() { | |
var brushed = __.data, | |
strum = strums[strums.active]; | |
// Okay, somewhat unexpected, but not totally unsurprising, a mousclick is | |
// considered a drag without move. So we have to deal with that case | |
if (strum && strum.p1[0] === strum.p2[0] && strum.p1[1] === strum.p2[1]) { | |
removeStrum(strums); | |
} | |
brushed = selected(strums); | |
strums.active = undefined; | |
__.brushed = brushed; | |
pc.render(); | |
events.brushend.call(pc, __.brushed); | |
}; | |
} | |
function brushReset(strums) { | |
return function() { | |
var ids = Object.getOwnPropertyNames(strums).filter(function(d) { | |
return !isNaN(d); | |
}); | |
ids.forEach(function(d) { | |
strums.active = d; | |
removeStrum(strums); | |
}); | |
onDragEnd(strums)(); | |
}; | |
} | |
function install() { | |
var drag = d3.behavior.drag(); | |
// Map of current strums. Strums are stored per segment of the PC. A segment, | |
// being the area between two axes. The left most area is indexed at 0. | |
strums.active = undefined; | |
// Returns the width of the PC segment where currently a strum is being | |
// placed. NOTE: even though they are evenly spaced in our current | |
// implementation, we keep for when non-even spaced segments are supported as | |
// well. | |
strums.width = function(id) { | |
var strum = strums[id]; | |
if (strum === undefined) { | |
return undefined; | |
} | |
return strum.maxX - strum.minX; | |
}; | |
pc.on("axesreorder.strums", function() { | |
var ids = Object.getOwnPropertyNames(strums).filter(function(d) { | |
return !isNaN(d); | |
}); | |
// Checks if the first dimension is directly left of the second dimension. | |
function consecutive(first, second) { | |
var length = __.dimensions.length; | |
return __.dimensions.some(function(d, i) { | |
return (d === first) | |
? i + i < length && __.dimensions[i + 1] === second | |
: false; | |
}); | |
} | |
if (ids.length > 0) { // We have some strums, which might need to be removed. | |
ids.forEach(function(d) { | |
var dims = strums[d].dims; | |
strums.active = d; | |
// If the two dimensions of the current strum are not next to each other | |
// any more, than we'll need to remove the strum. Otherwise we keep it. | |
if (!consecutive(dims.left, dims.right)) { | |
removeStrum(strums); | |
} | |
}); | |
onDragEnd(strums)(); | |
} | |
}); | |
// Add a new svg group in which we draw the strums. | |
pc.selection.select("svg").append("g") | |
.attr("id", "strums") | |
.attr("transform", "translate(" + __.margin.left + "," + __.margin.top + ")"); | |
// Install the required brushReset function | |
pc.brushReset = brushReset(strums); | |
drag | |
.on("dragstart", onDragStart(strums)) | |
.on("drag", onDrag(strums)) | |
.on("dragend", onDragEnd(strums)); | |
// NOTE: The styling needs to be done here and not in the css. This is because | |
// for 1D brushing, the canvas layers should not listen to | |
// pointer-events. | |
strumRect = pc.selection.select("svg").insert("rect", "g#strums") | |
.attr("id", "strum-events") | |
.attr("x", __.margin.left) | |
.attr("y", __.margin.top) | |
.attr("width", w()) | |
.attr("height", h() + 2) | |
.style("opacity", 0) | |
.call(drag); | |
} | |
brush.modes["2D-strums"] = { | |
install: install, | |
uninstall: function() { | |
pc.selection.select("svg").select("g#strums").remove(); | |
pc.selection.select("svg").select("rect#strum-events").remove(); | |
pc.on("axesreorder.strums", undefined); | |
delete pc.brushReset; | |
strumRect = undefined; | |
}, | |
selected: selected | |
}; | |
}()); | |
pc.interactive = function() { | |
flags.interactive = true; | |
return this; | |
}; | |
// expose a few objects | |
pc.xscale = xscale; | |
pc.yscale = yscale; | |
pc.ctx = ctx; | |
pc.canvas = canvas; | |
pc.g = function() { return g; }; | |
// 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) { | |
if (arguments.length === 0) { | |
return __.highlighted; | |
} | |
__.highlighted = 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() { | |
__.highlighted = []; | |
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 position(d) { | |
var v = dragging[d]; | |
return v == null ? xscale(d) : v; | |
} | |
pc.version = "0.5.0"; | |
// this descriptive text should live with other introspective methods | |
pc.toString = function() { return "Parallel Coordinates: " + __.dimensions.length + " dimensions (" + d3.keys(__.data[0]).length + " total) , " + __.data.length + " rows"; }; | |
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; | |
// Typical d3 behavior is to pass a data item *and* its index. As the | |
// render queue splits the original data set, we'll have to be slightly | |
// more carefull about passing the correct index with the data item. | |
var end = Math.min(_i + _rate, _queue.length); | |
for (var i = _i; i < end; i++) { | |
func(_queue[i], i); | |
} | |
_i += _rate; | |
} | |
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; | |
}); |
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