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Last active August 21, 2019 03:54
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Many points with d3 and leaflet

Testing SVG limits of plotting points on map using D3, Leaflet following this base sample: http://bost.ocks.org/mike/leaflet. However instead of scaling SVG in deep zooms, I am using Enter/Update/Exit pattern from D3 to dynamically update points on map. This has been prototyped also here http://bl.ocks.org/sumbera/9972460 with brushing of 100T points.

For zooming out (causing all points to be displayed), I am filtering out points that can't be effectively visible, thus reducing number of points in SVG. (check console for log output).

This sample is using real data of 24T coordinates, with this points are clustered around cities, rather than artifically randomized. Real number of rendered points / removed points can be seen in console.log

<!doctype html>
<html>
<head>
<title>Many many many Points with D3 and leaflet</title>
<meta charset="utf-8">
<style>
body {
font-size: 12px;
}
text {
fill: white;
}
svg {
position: relative;
}
path {
fill: #ffd800;
fill-opacity: .2;
}
path:hover {
fill: brown;
fill-opacity: .7;
}
#map {
position: absolute;
height: 100%;
width: 100%;
background-color: #333;
}
</style>
</head>
<body>
<div id="map"></div>
<div id="tooltip">
<svg xmlns="http://www.w3.org/2000/svg" width="100px" height="100px" />
</div>
<link rel="stylesheet" href="http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.css" />
<script src="http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.js"></script>
<script src="http://d3js.org/d3.v3.min.js" charset="utf-8"></script>
<script>
d3.csv('testDataCZ.csv', function (error, incidents) {
function reformat(array) {
var data = [];
array.map(function (d, i) {
data.push({
id: i,
type: "Feature",
geometry: {
coordinates: [+d.longitude, +d.latitude],
type: "Point"
}
});
});
return data;
}
var geoData = { type: "FeatureCollection", features: reformat(incidents) };
var qtree = d3.geom.quadtree(geoData.features.map(function (data, i) {
return {
x: data.geometry.coordinates[0],
y: data.geometry.coordinates[1],
all: data
};
}
)
);
// Find the nodes within the specified rectangle.
function search(quadtree, x0, y0, x3, y3) {
var pts = [];
var subPixel = false;
var subPts = [];
var scale = getZoomScale();
console.log(" scale: " + scale);
var counter = 0;
quadtree.visit(function (node, x1, y1, x2, y2) {
var p = node.point;
var pwidth = node.width * scale;
var pheight = node.height * scale;
// -- if this is too small rectangle only count the branch and set opacity
if ((pwidth * pheight) <= 1) {
// start collecting sub Pixel points
subPixel = true;
}
// -- jumped to super node large than 1 pixel
else {
// end collecting sub Pixel points
if (subPixel && subPts && subPts.length > 0) {
subPts[0].group = subPts.length;
pts.push(subPts[0]); // add only one todo calculate intensity
counter += subPts.length - 1;
subPts = [];
}
subPixel = false;
}
if ((p) && (p.x >= x0) && (p.x < x3) && (p.y >= y0) && (p.y < y3)) {
if (subPixel) {
subPts.push(p.all);
}
else {
if (p.all.group) {
delete (p.all.group);
}
pts.push(p.all);
}
}
// if quad rect is outside of the search rect do nto search in sub nodes (returns true)
return x1 >= x3 || y1 >= y3 || x2 < x0 || y2 < y0;
});
console.log(" Number of removed points: " + counter);
return pts;
}
function updateNodes(quadtree) {
var nodes = [];
quadtree.depth = 0; // root
quadtree.visit(function (node, x1, y1, x2, y2) {
var nodeRect = {
left: MercatorXofLongitude(x1),
right: MercatorXofLongitude(x2),
bottom: MercatorYofLatitude(y1),
top: MercatorYofLatitude(y2),
}
node.width = (nodeRect.right - nodeRect.left);
node.height = (nodeRect.top - nodeRect.bottom);
if (node.depth == 0) {
console.log(" width: " + node.width + "height: " + node.height);
}
nodes.push(node);
for (var i = 0; i < 4; i++) {
if (node.nodes[i]) node.nodes[i].depth = node.depth + 1;
}
});
return nodes;
}
//-------------------------------------------------------------------------------------
MercatorXofLongitude = function (lon) {
return lon * 20037508.34 / 180;
}
MercatorYofLatitude = function (lat) {
return (Math.log(Math.tan((90 + lat) * Math.PI / 360)) / (Math.PI / 180)) * 20037508.34 / 180;
}
var cscale = d3.scale.linear().domain([1, 3]).range(["#ff0000", "#ff6a00", "#ffd800", "#b6ff00", "#00ffff", "#0094ff"]);//"#00FF00","#FFA500"
var leafletMap = L.map('map').setView([49.19, 16.60], 11);
L.tileLayer("http://{s}.sm.mapstack.stamen.com/(toner-lite,$fff[difference],$fff[@23],$fff[hsl-saturation@20])/{z}/{x}/{y}.png").addTo(leafletMap);
var svg = d3.select(leafletMap.getPanes().overlayPane).append("svg");
var g = svg.append("g").attr("class", "leaflet-zoom-hide");
// Use Leaflet to implement a D3 geometric transformation.
function projectPoint(x, y) {
var point = leafletMap.latLngToLayerPoint(new L.LatLng(y, x));
this.stream.point(point.x, point.y);
}
var transform = d3.geo.transform({ point: projectPoint });
var path = d3.geo.path().projection(transform);
updateNodes(qtree);
leafletMap.on('moveend', mapmove);
mapmove();
function getZoomScale() {
var mapWidth = leafletMap.getSize().x;
var bounds = leafletMap.getBounds();
var planarWidth = MercatorXofLongitude(bounds.getEast()) - MercatorXofLongitude(bounds.getWest());
var zoomScale = mapWidth / planarWidth;
return zoomScale;
}
function redrawSubset(subset) {
path.pointRadius(3);// * scale);
var bounds = path.bounds({ type: "FeatureCollection", features: subset });
var topLeft = bounds[0];
var bottomRight = bounds[1];
svg.attr("width", bottomRight[0] - topLeft[0])
.attr("height", bottomRight[1] - topLeft[1])
.style("left", topLeft[0] + "px")
.style("top", topLeft[1] + "px");
g.attr("transform", "translate(" + -topLeft[0] + "," + -topLeft[1] + ")");
var start = new Date();
var points = g.selectAll("path")
.data(subset, function (d) {
return d.id;
});
points.enter().append("path");
points.exit().remove();
points.attr("d", path);
points.style("fill-opacity", function (d) {
if (d.group) {
return (d.group * 0.1) + 0.2;
}
});
console.log("updated at " + new Date().setTime(new Date().getTime() - start.getTime()) + " ms ");
}
function mapmove(e) {
var mapBounds = leafletMap.getBounds();
var subset = search(qtree, mapBounds.getWest(), mapBounds.getSouth(), mapBounds.getEast(), mapBounds.getNorth());
console.log("subset: " + subset.length);
redrawSubset(subset);
}
});
</script>
</body>
</html>
We can't make this file beautiful and searchable because it's too large.
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