StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics
https://doi.org/10.1109/TVCG.2020.3030352
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
519 lines
14 KiB
519 lines
14 KiB
4 years ago
|
// https://github.com/topojson/topojson-client Version 2.1.0. Copyright 2016 Mike Bostock.
|
||
|
(function (global, factory) {
|
||
|
typeof exports === 'object' && typeof module !== 'undefined' ? factory(exports) :
|
||
|
typeof define === 'function' && define.amd ? define(['exports'], factory) :
|
||
|
(factory((global.topojson = global.topojson || {})));
|
||
|
}(this, (function (exports) { 'use strict';
|
||
|
|
||
|
var identity = function(x) {
|
||
|
return x;
|
||
|
};
|
||
|
|
||
|
var transform = function(topology) {
|
||
|
if ((transform = topology.transform) == null) return identity;
|
||
|
var transform,
|
||
|
x0,
|
||
|
y0,
|
||
|
kx = transform.scale[0],
|
||
|
ky = transform.scale[1],
|
||
|
dx = transform.translate[0],
|
||
|
dy = transform.translate[1];
|
||
|
return function(point, i) {
|
||
|
if (!i) x0 = y0 = 0;
|
||
|
point[0] = (x0 += point[0]) * kx + dx;
|
||
|
point[1] = (y0 += point[1]) * ky + dy;
|
||
|
return point;
|
||
|
};
|
||
|
};
|
||
|
|
||
|
var bbox = function(topology) {
|
||
|
var bbox = topology.bbox;
|
||
|
|
||
|
function bboxPoint(p0) {
|
||
|
p1[0] = p0[0], p1[1] = p0[1], t(p1);
|
||
|
if (p1[0] < x0) x0 = p1[0];
|
||
|
if (p1[0] > x1) x1 = p1[0];
|
||
|
if (p1[1] < y0) y0 = p1[1];
|
||
|
if (p1[1] > y1) y1 = p1[1];
|
||
|
}
|
||
|
|
||
|
function bboxGeometry(o) {
|
||
|
switch (o.type) {
|
||
|
case "GeometryCollection": o.geometries.forEach(bboxGeometry); break;
|
||
|
case "Point": bboxPoint(o.coordinates); break;
|
||
|
case "MultiPoint": o.coordinates.forEach(bboxPoint); break;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
if (!bbox) {
|
||
|
var t = transform(topology), p0, p1 = new Array(2), name,
|
||
|
x0 = Infinity, y0 = x0, x1 = -x0, y1 = -x0;
|
||
|
|
||
|
topology.arcs.forEach(function(arc) {
|
||
|
var i = -1, n = arc.length;
|
||
|
while (++i < n) {
|
||
|
p0 = arc[i], p1[0] = p0[0], p1[1] = p0[1], t(p1, i);
|
||
|
if (p1[0] < x0) x0 = p1[0];
|
||
|
if (p1[0] > x1) x1 = p1[0];
|
||
|
if (p1[1] < y0) y0 = p1[1];
|
||
|
if (p1[1] > y1) y1 = p1[1];
|
||
|
}
|
||
|
});
|
||
|
|
||
|
for (name in topology.objects) {
|
||
|
bboxGeometry(topology.objects[name]);
|
||
|
}
|
||
|
|
||
|
bbox = topology.bbox = [x0, y0, x1, y1];
|
||
|
}
|
||
|
|
||
|
return bbox;
|
||
|
};
|
||
|
|
||
|
var reverse = function(array, n) {
|
||
|
var t, j = array.length, i = j - n;
|
||
|
while (i < --j) t = array[i], array[i++] = array[j], array[j] = t;
|
||
|
};
|
||
|
|
||
|
var feature = function(topology, o) {
|
||
|
return o.type === "GeometryCollection"
|
||
|
? {type: "FeatureCollection", features: o.geometries.map(function(o) { return feature$1(topology, o); })}
|
||
|
: feature$1(topology, o);
|
||
|
};
|
||
|
|
||
|
function feature$1(topology, o) {
|
||
|
var id = o.id,
|
||
|
bbox = o.bbox,
|
||
|
properties = o.properties == null ? {} : o.properties,
|
||
|
geometry = object(topology, o);
|
||
|
return id == null && bbox == null ? {type: "Feature", properties: properties, geometry: geometry}
|
||
|
: bbox == null ? {type: "Feature", id: id, properties: properties, geometry: geometry}
|
||
|
: {type: "Feature", id: id, bbox: bbox, properties: properties, geometry: geometry};
|
||
|
}
|
||
|
|
||
|
function object(topology, o) {
|
||
|
var transformPoint = transform(topology),
|
||
|
arcs = topology.arcs;
|
||
|
|
||
|
function arc(i, points) {
|
||
|
if (points.length) points.pop();
|
||
|
for (var a = arcs[i < 0 ? ~i : i], k = 0, n = a.length; k < n; ++k) {
|
||
|
points.push(transformPoint(a[k].slice(), k));
|
||
|
}
|
||
|
if (i < 0) reverse(points, n);
|
||
|
}
|
||
|
|
||
|
function point(p) {
|
||
|
return transformPoint(p.slice());
|
||
|
}
|
||
|
|
||
|
function line(arcs) {
|
||
|
var points = [];
|
||
|
for (var i = 0, n = arcs.length; i < n; ++i) arc(arcs[i], points);
|
||
|
if (points.length < 2) points.push(points[0].slice());
|
||
|
return points;
|
||
|
}
|
||
|
|
||
|
function ring(arcs) {
|
||
|
var points = line(arcs);
|
||
|
while (points.length < 4) points.push(points[0].slice());
|
||
|
return points;
|
||
|
}
|
||
|
|
||
|
function polygon(arcs) {
|
||
|
return arcs.map(ring);
|
||
|
}
|
||
|
|
||
|
function geometry(o) {
|
||
|
var type = o.type, coordinates;
|
||
|
switch (type) {
|
||
|
case "GeometryCollection": return {type: type, geometries: o.geometries.map(geometry)};
|
||
|
case "Point": coordinates = point(o.coordinates); break;
|
||
|
case "MultiPoint": coordinates = o.coordinates.map(point); break;
|
||
|
case "LineString": coordinates = line(o.arcs); break;
|
||
|
case "MultiLineString": coordinates = o.arcs.map(line); break;
|
||
|
case "Polygon": coordinates = polygon(o.arcs); break;
|
||
|
case "MultiPolygon": coordinates = o.arcs.map(polygon); break;
|
||
|
default: return null;
|
||
|
}
|
||
|
return {type: type, coordinates: coordinates};
|
||
|
}
|
||
|
|
||
|
return geometry(o);
|
||
|
}
|
||
|
|
||
|
var stitch = function(topology, arcs) {
|
||
|
var stitchedArcs = {},
|
||
|
fragmentByStart = {},
|
||
|
fragmentByEnd = {},
|
||
|
fragments = [],
|
||
|
emptyIndex = -1;
|
||
|
|
||
|
// Stitch empty arcs first, since they may be subsumed by other arcs.
|
||
|
arcs.forEach(function(i, j) {
|
||
|
var arc = topology.arcs[i < 0 ? ~i : i], t;
|
||
|
if (arc.length < 3 && !arc[1][0] && !arc[1][1]) {
|
||
|
t = arcs[++emptyIndex], arcs[emptyIndex] = i, arcs[j] = t;
|
||
|
}
|
||
|
});
|
||
|
|
||
|
arcs.forEach(function(i) {
|
||
|
var e = ends(i),
|
||
|
start = e[0],
|
||
|
end = e[1],
|
||
|
f, g;
|
||
|
|
||
|
if (f = fragmentByEnd[start]) {
|
||
|
delete fragmentByEnd[f.end];
|
||
|
f.push(i);
|
||
|
f.end = end;
|
||
|
if (g = fragmentByStart[end]) {
|
||
|
delete fragmentByStart[g.start];
|
||
|
var fg = g === f ? f : f.concat(g);
|
||
|
fragmentByStart[fg.start = f.start] = fragmentByEnd[fg.end = g.end] = fg;
|
||
|
} else {
|
||
|
fragmentByStart[f.start] = fragmentByEnd[f.end] = f;
|
||
|
}
|
||
|
} else if (f = fragmentByStart[end]) {
|
||
|
delete fragmentByStart[f.start];
|
||
|
f.unshift(i);
|
||
|
f.start = start;
|
||
|
if (g = fragmentByEnd[start]) {
|
||
|
delete fragmentByEnd[g.end];
|
||
|
var gf = g === f ? f : g.concat(f);
|
||
|
fragmentByStart[gf.start = g.start] = fragmentByEnd[gf.end = f.end] = gf;
|
||
|
} else {
|
||
|
fragmentByStart[f.start] = fragmentByEnd[f.end] = f;
|
||
|
}
|
||
|
} else {
|
||
|
f = [i];
|
||
|
fragmentByStart[f.start = start] = fragmentByEnd[f.end = end] = f;
|
||
|
}
|
||
|
});
|
||
|
|
||
|
function ends(i) {
|
||
|
var arc = topology.arcs[i < 0 ? ~i : i], p0 = arc[0], p1;
|
||
|
if (topology.transform) p1 = [0, 0], arc.forEach(function(dp) { p1[0] += dp[0], p1[1] += dp[1]; });
|
||
|
else p1 = arc[arc.length - 1];
|
||
|
return i < 0 ? [p1, p0] : [p0, p1];
|
||
|
}
|
||
|
|
||
|
function flush(fragmentByEnd, fragmentByStart) {
|
||
|
for (var k in fragmentByEnd) {
|
||
|
var f = fragmentByEnd[k];
|
||
|
delete fragmentByStart[f.start];
|
||
|
delete f.start;
|
||
|
delete f.end;
|
||
|
f.forEach(function(i) { stitchedArcs[i < 0 ? ~i : i] = 1; });
|
||
|
fragments.push(f);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
flush(fragmentByEnd, fragmentByStart);
|
||
|
flush(fragmentByStart, fragmentByEnd);
|
||
|
arcs.forEach(function(i) { if (!stitchedArcs[i < 0 ? ~i : i]) fragments.push([i]); });
|
||
|
|
||
|
return fragments;
|
||
|
};
|
||
|
|
||
|
var mesh = function(topology) {
|
||
|
return object(topology, meshArcs.apply(this, arguments));
|
||
|
};
|
||
|
|
||
|
function meshArcs(topology, object$$1, filter) {
|
||
|
var arcs, i, n;
|
||
|
if (arguments.length > 1) arcs = extractArcs(topology, object$$1, filter);
|
||
|
else for (i = 0, arcs = new Array(n = topology.arcs.length); i < n; ++i) arcs[i] = i;
|
||
|
return {type: "MultiLineString", arcs: stitch(topology, arcs)};
|
||
|
}
|
||
|
|
||
|
function extractArcs(topology, object$$1, filter) {
|
||
|
var arcs = [],
|
||
|
geomsByArc = [],
|
||
|
geom;
|
||
|
|
||
|
function extract0(i) {
|
||
|
var j = i < 0 ? ~i : i;
|
||
|
(geomsByArc[j] || (geomsByArc[j] = [])).push({i: i, g: geom});
|
||
|
}
|
||
|
|
||
|
function extract1(arcs) {
|
||
|
arcs.forEach(extract0);
|
||
|
}
|
||
|
|
||
|
function extract2(arcs) {
|
||
|
arcs.forEach(extract1);
|
||
|
}
|
||
|
|
||
|
function extract3(arcs) {
|
||
|
arcs.forEach(extract2);
|
||
|
}
|
||
|
|
||
|
function geometry(o) {
|
||
|
switch (geom = o, o.type) {
|
||
|
case "GeometryCollection": o.geometries.forEach(geometry); break;
|
||
|
case "LineString": extract1(o.arcs); break;
|
||
|
case "MultiLineString": case "Polygon": extract2(o.arcs); break;
|
||
|
case "MultiPolygon": extract3(o.arcs); break;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
geometry(object$$1);
|
||
|
|
||
|
geomsByArc.forEach(filter == null
|
||
|
? function(geoms) { arcs.push(geoms[0].i); }
|
||
|
: function(geoms) { if (filter(geoms[0].g, geoms[geoms.length - 1].g)) arcs.push(geoms[0].i); });
|
||
|
|
||
|
return arcs;
|
||
|
}
|
||
|
|
||
|
function planarRingArea(ring) {
|
||
|
var i = -1, n = ring.length, a, b = ring[n - 1], area = 0;
|
||
|
while (++i < n) a = b, b = ring[i], area += a[0] * b[1] - a[1] * b[0];
|
||
|
return Math.abs(area); // Note: doubled area!
|
||
|
}
|
||
|
|
||
|
var merge = function(topology) {
|
||
|
return object(topology, mergeArcs.apply(this, arguments));
|
||
|
};
|
||
|
|
||
|
function mergeArcs(topology, objects) {
|
||
|
var polygonsByArc = {},
|
||
|
polygons = [],
|
||
|
groups = [];
|
||
|
|
||
|
objects.forEach(geometry);
|
||
|
|
||
|
function geometry(o) {
|
||
|
switch (o.type) {
|
||
|
case "GeometryCollection": o.geometries.forEach(geometry); break;
|
||
|
case "Polygon": extract(o.arcs); break;
|
||
|
case "MultiPolygon": o.arcs.forEach(extract); break;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
function extract(polygon) {
|
||
|
polygon.forEach(function(ring) {
|
||
|
ring.forEach(function(arc) {
|
||
|
(polygonsByArc[arc = arc < 0 ? ~arc : arc] || (polygonsByArc[arc] = [])).push(polygon);
|
||
|
});
|
||
|
});
|
||
|
polygons.push(polygon);
|
||
|
}
|
||
|
|
||
|
function area(ring) {
|
||
|
return planarRingArea(object(topology, {type: "Polygon", arcs: [ring]}).coordinates[0]);
|
||
|
}
|
||
|
|
||
|
polygons.forEach(function(polygon) {
|
||
|
if (!polygon._) {
|
||
|
var group = [],
|
||
|
neighbors = [polygon];
|
||
|
polygon._ = 1;
|
||
|
groups.push(group);
|
||
|
while (polygon = neighbors.pop()) {
|
||
|
group.push(polygon);
|
||
|
polygon.forEach(function(ring) {
|
||
|
ring.forEach(function(arc) {
|
||
|
polygonsByArc[arc < 0 ? ~arc : arc].forEach(function(polygon) {
|
||
|
if (!polygon._) {
|
||
|
polygon._ = 1;
|
||
|
neighbors.push(polygon);
|
||
|
}
|
||
|
});
|
||
|
});
|
||
|
});
|
||
|
}
|
||
|
}
|
||
|
});
|
||
|
|
||
|
polygons.forEach(function(polygon) {
|
||
|
delete polygon._;
|
||
|
});
|
||
|
|
||
|
return {
|
||
|
type: "MultiPolygon",
|
||
|
arcs: groups.map(function(polygons) {
|
||
|
var arcs = [], n;
|
||
|
|
||
|
// Extract the exterior (unique) arcs.
|
||
|
polygons.forEach(function(polygon) {
|
||
|
polygon.forEach(function(ring) {
|
||
|
ring.forEach(function(arc) {
|
||
|
if (polygonsByArc[arc < 0 ? ~arc : arc].length < 2) {
|
||
|
arcs.push(arc);
|
||
|
}
|
||
|
});
|
||
|
});
|
||
|
});
|
||
|
|
||
|
// Stitch the arcs into one or more rings.
|
||
|
arcs = stitch(topology, arcs);
|
||
|
|
||
|
// If more than one ring is returned,
|
||
|
// at most one of these rings can be the exterior;
|
||
|
// choose the one with the greatest absolute area.
|
||
|
if ((n = arcs.length) > 1) {
|
||
|
for (var i = 1, k = area(arcs[0]), ki, t; i < n; ++i) {
|
||
|
if ((ki = area(arcs[i])) > k) {
|
||
|
t = arcs[0], arcs[0] = arcs[i], arcs[i] = t, k = ki;
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
return arcs;
|
||
|
})
|
||
|
};
|
||
|
}
|
||
|
|
||
|
var bisect = function(a, x) {
|
||
|
var lo = 0, hi = a.length;
|
||
|
while (lo < hi) {
|
||
|
var mid = lo + hi >>> 1;
|
||
|
if (a[mid] < x) lo = mid + 1;
|
||
|
else hi = mid;
|
||
|
}
|
||
|
return lo;
|
||
|
};
|
||
|
|
||
|
var neighbors = function(objects) {
|
||
|
var indexesByArc = {}, // arc index -> array of object indexes
|
||
|
neighbors = objects.map(function() { return []; });
|
||
|
|
||
|
function line(arcs, i) {
|
||
|
arcs.forEach(function(a) {
|
||
|
if (a < 0) a = ~a;
|
||
|
var o = indexesByArc[a];
|
||
|
if (o) o.push(i);
|
||
|
else indexesByArc[a] = [i];
|
||
|
});
|
||
|
}
|
||
|
|
||
|
function polygon(arcs, i) {
|
||
|
arcs.forEach(function(arc) { line(arc, i); });
|
||
|
}
|
||
|
|
||
|
function geometry(o, i) {
|
||
|
if (o.type === "GeometryCollection") o.geometries.forEach(function(o) { geometry(o, i); });
|
||
|
else if (o.type in geometryType) geometryType[o.type](o.arcs, i);
|
||
|
}
|
||
|
|
||
|
var geometryType = {
|
||
|
LineString: line,
|
||
|
MultiLineString: polygon,
|
||
|
Polygon: polygon,
|
||
|
MultiPolygon: function(arcs, i) { arcs.forEach(function(arc) { polygon(arc, i); }); }
|
||
|
};
|
||
|
|
||
|
objects.forEach(geometry);
|
||
|
|
||
|
for (var i in indexesByArc) {
|
||
|
for (var indexes = indexesByArc[i], m = indexes.length, j = 0; j < m; ++j) {
|
||
|
for (var k = j + 1; k < m; ++k) {
|
||
|
var ij = indexes[j], ik = indexes[k], n;
|
||
|
if ((n = neighbors[ij])[i = bisect(n, ik)] !== ik) n.splice(i, 0, ik);
|
||
|
if ((n = neighbors[ik])[i = bisect(n, ij)] !== ij) n.splice(i, 0, ij);
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
return neighbors;
|
||
|
};
|
||
|
|
||
|
var quantize = function(topology, n) {
|
||
|
if (!((n = Math.floor(n)) >= 2)) throw new Error("n must be ≥2");
|
||
|
if (topology.transform) throw new Error("already quantized");
|
||
|
var bb = bbox(topology), name,
|
||
|
dx = bb[0], kx = (bb[2] - dx) / (n - 1) || 1,
|
||
|
dy = bb[1], ky = (bb[3] - dy) / (n - 1) || 1;
|
||
|
|
||
|
function quantizePoint(p) {
|
||
|
p[0] = Math.round((p[0] - dx) / kx);
|
||
|
p[1] = Math.round((p[1] - dy) / ky);
|
||
|
}
|
||
|
|
||
|
function quantizeGeometry(o) {
|
||
|
switch (o.type) {
|
||
|
case "GeometryCollection": o.geometries.forEach(quantizeGeometry); break;
|
||
|
case "Point": quantizePoint(o.coordinates); break;
|
||
|
case "MultiPoint": o.coordinates.forEach(quantizePoint); break;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
topology.arcs.forEach(function(arc) {
|
||
|
var i = 1,
|
||
|
j = 1,
|
||
|
n = arc.length,
|
||
|
pi = arc[0],
|
||
|
x0 = pi[0] = Math.round((pi[0] - dx) / kx),
|
||
|
y0 = pi[1] = Math.round((pi[1] - dy) / ky),
|
||
|
pj,
|
||
|
x1,
|
||
|
y1;
|
||
|
|
||
|
for (; i < n; ++i) {
|
||
|
pi = arc[i];
|
||
|
x1 = Math.round((pi[0] - dx) / kx);
|
||
|
y1 = Math.round((pi[1] - dy) / ky);
|
||
|
if (x1 !== x0 || y1 !== y0) {
|
||
|
pj = arc[j++];
|
||
|
pj[0] = x1 - x0, x0 = x1;
|
||
|
pj[1] = y1 - y0, y0 = y1;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
if (j < 2) {
|
||
|
pj = arc[j++];
|
||
|
pj[0] = 0;
|
||
|
pj[1] = 0;
|
||
|
}
|
||
|
|
||
|
arc.length = j;
|
||
|
});
|
||
|
|
||
|
for (name in topology.objects) {
|
||
|
quantizeGeometry(topology.objects[name]);
|
||
|
}
|
||
|
|
||
|
topology.transform = {
|
||
|
scale: [kx, ky],
|
||
|
translate: [dx, dy]
|
||
|
};
|
||
|
|
||
|
return topology;
|
||
|
};
|
||
|
|
||
|
var untransform = function(topology) {
|
||
|
if ((transform = topology.transform) == null) return identity;
|
||
|
var transform,
|
||
|
x0,
|
||
|
y0,
|
||
|
kx = transform.scale[0],
|
||
|
ky = transform.scale[1],
|
||
|
dx = transform.translate[0],
|
||
|
dy = transform.translate[1];
|
||
|
return function(point, i) {
|
||
|
if (!i) x0 = y0 = 0;
|
||
|
var x1 = Math.round((point[0] - dx) / kx),
|
||
|
y1 = Math.round((point[1] - dy) / ky);
|
||
|
point[0] = x1 - x0, x0 = x1;
|
||
|
point[1] = y1 - y0, y0 = y1;
|
||
|
return point;
|
||
|
};
|
||
|
};
|
||
|
|
||
|
exports.bbox = bbox;
|
||
|
exports.feature = feature;
|
||
|
exports.mesh = mesh;
|
||
|
exports.meshArcs = meshArcs;
|
||
|
exports.merge = merge;
|
||
|
exports.mergeArcs = mergeArcs;
|
||
|
exports.neighbors = neighbors;
|
||
|
exports.quantize = quantize;
|
||
|
exports.transform = transform;
|
||
|
exports.untransform = untransform;
|
||
|
|
||
|
Object.defineProperty(exports, '__esModule', { value: true });
|
||
|
|
||
|
})));
|