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EcoEngine Parallel Coordinates
Raw
d3.parcoords.js
// 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;
});
Raw
data.json
This file has been truncated, but you can view the full file.
{"count": 4674293, "next": "https://ecoengine.berkeley.edu/api/observations/?extra=kingdom%2Cphylum%2Cclss%2Corder%2Cfamily%2Cgenus%2Clast_modified&page=2&page_size=2000&format=json", "previous": null, "results": [{"url": "https://ecoengine.berkeley.edu/api/observations/CAS%3AHERP%3A255405/", "observation_type": "specimen", "scientific_name": "Sceloporus undulatus", "country": "USA", "state_province": "Arizona", "begin_date": "1988-05-22T00:00:00", "end_date": "1988-05-22T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/6/", "remote_resource": "", "geojson": null, "kingdom": "https://ecoengine.berkeley.edu/api/kingdom/animalia/", "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/reptilia/", "order": "https://ecoengine.berkeley.edu/api/order/sauria/", "family": "https://ecoengine.berkeley.edu/api/family/phrynosomatidae/", "genus": "https://ecoengine.berkeley.edu/api/genus/sceloporus/", "last_modified": "2014-08-04T13:24:50.736"}, {"url": "https://ecoengine.berkeley.edu/api/observations/CAS%3AHERP%3A255406/", "observation_type": "specimen", "scientific_name": "Sceloporus undulatus", "country": "USA", "state_province": "Arizona", "begin_date": "1988-05-22T00:00:00", "end_date": "1988-05-22T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/6/", "remote_resource": "", "geojson": null, "kingdom": "https://ecoengine.berkeley.edu/api/kingdom/animalia/", "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/reptilia/", "order": "https://ecoengine.berkeley.edu/api/order/sauria/", "family": "https://ecoengine.berkeley.edu/api/family/phrynosomatidae/", "genus": "https://ecoengine.berkeley.edu/api/genus/sceloporus/", "last_modified": "2014-08-04T13:24:50.850"}, {"url": "https://ecoengine.berkeley.edu/api/observations/RSA359328/", "observation_type": "specimen", "scientific_name": "Cymopterus aboriginum", "country": "United States", "state_province": "California", "begin_date": "1986-05-09T00:00:00", "end_date": "1986-05-09T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/5/", "remote_resource": "http://ucjeps.berkeley.edu/cgi-bin/new_detail.pl?RSA359328&related=yes", "geojson": {"type": "Point", "coordinates": [-118.0994, 37.6346]}, "kingdom": null, "phylum": null, "clss": null, "order": null, "family": "https://ecoengine.berkeley.edu/api/family/apiaceae/", "genus": "https://ecoengine.berkeley.edu/api/genus/cymopterus/", "last_modified": "2014-05-30T16:33:00.664"}, {"url": "https://ecoengine.berkeley.edu/api/observations/MVZ%3ABird%3A17436/", "observation_type": "specimen", "scientific_name": "Bubo virginianus saturatus", "country": "United States", "state_province": "California", "begin_date": "1910-12-01T00:00:00", "end_date": "1910-12-01T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/1/", "remote_resource": "http://arctos.database.museum/guid/MVZ:Bird:17436", "geojson": {"type": "Point", "coordinates": [-124.15017191442031, 40.78494949445067]}, "kingdom": "https://ecoengine.berkeley.edu/api/kingdom/animalia/", "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/aves/", "order": "https://ecoengine.berkeley.edu/api/order/strigiformes/", "family": "https://ecoengine.berkeley.edu/api/family/strigidae/", "genus": "https://ecoengine.berkeley.edu/api/genus/bubo/", "last_modified": "2014-05-29T09:50:21.055"}, {"url": "https://ecoengine.berkeley.edu/api/observations/MVZ%3ABird%3A51678/", "observation_type": "specimen", "scientific_name": "Gallicolumba luzonica", "country": "", "state_province": "", "begin_date": "1927-12-10T00:00:00", "end_date": "1927-12-10T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/1/", "remote_resource": "http://arctos.database.museum/guid/MVZ:Bird:51678", "geojson": null, "kingdom": null, "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/aves/", "order": "https://ecoengine.berkeley.edu/api/order/columbiformes/", "family": "https://ecoengine.berkeley.edu/api/family/columbidae/", "genus": "https://ecoengine.berkeley.edu/api/genus/gallicolumba/", "last_modified": "2014-05-29T09:50:21.084"}, {"url": "https://ecoengine.berkeley.edu/api/observations/MVZ%3ABird%3A95121/", "observation_type": "specimen", "scientific_name": "Gallicolumba canifrons", "country": "Republic of Palau", "state_province": "", "begin_date": "1945-11-14T00:00:00", "end_date": "1945-11-14T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/1/", "remote_resource": "http://arctos.database.museum/guid/MVZ:Bird:95121", "geojson": {"type": "Point", "coordinates": [134.50833, 7.34167]}, "kingdom": "https://ecoengine.berkeley.edu/api/kingdom/animalia/", "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/aves/", "order": "https://ecoengine.berkeley.edu/api/order/columbiformes/", "family": "https://ecoengine.berkeley.edu/api/family/columbidae/", "genus": "https://ecoengine.berkeley.edu/api/genus/gallicolumba/", "last_modified": "2014-05-29T09:50:21.139"}, {"url": "https://ecoengine.berkeley.edu/api/observations/MVZ%3ABird%3A52894/", "observation_type": "specimen", "scientific_name": "Gallicolumba rubescens", "country": "", "state_province": "", "begin_date": "1928-06-11T00:00:00", "end_date": "1928-06-11T00:00:00", "source": "https://ecoengine.berkeley.edu/api/sources/1/", "remote_resource": "http://arctos.database.museum/guid/MVZ:Bird:52894", "geojson": null, "kingdom": null, "phylum": "https://ecoengine.berkeley.edu/api/phylum/chordata/", "clss": "https://ecoengine.berkeley.edu/api/class/aves/", "order": "https://ecoengine.berkeley.edu/api/order/columbiformes/", "family": "https://ecoengine.berkeley.edu/api/family/columbidae/", "genus": 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