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Last active December 27, 2018 02:07
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Sequences sunburst (sle2_4)
license: apache-2.0

(This is a minimal update of my original Sequences sunburst block, to work correctly with d3 v4.)

This example shows how it is possible to use a D3 sunburst visualization (partition layout) with data that describes sequences of events.

A good use case is to summarize navigation paths through a web site, as in the sample synthetic data file (visit_sequences.csv). The visualization makes it easy to understand visits that start directly on a product page (e.g. after landing there from a search engine), compared to visits where users arrive on the site's home page and navigate from there. Where a funnel lets you understand a single pre-selected path, this allows you to see all possible paths.

Features:

  • works with data that is in a CSV format (you don't need to pre-generate a hierarchical JSON file, unless your data file is very large)
  • interactive breadcrumb trail helps to emphasize the sequence, so that it is easy for a first-time user to understand what they are seeing
  • percentages are shown explicitly, to help overcome the distortion of the data that occurs when using a radial presentation

If you want to simply reuse this with your own data, here are some tips for generating the CSV file:

  • no header is required (but it's OK if one is present)
  • use a hyphen to separate the steps in the sequence
  • the step names should be one word only, and ideally should be kept short. Non-alphanumeric characters will probably cause problems (I haven't tested this).
  • every sequence should have an "end" marker as the last element, unless it has been truncated because it is longer than the maximum sequence length (6, in the example). The purpose of the "end" marker is to distinguish a true end point (e.g. the user left the site) from an end point that has been forced by truncation.
  • each line should be a complete path from root to leaf - don't include counts for intermediate steps. For example, include "home-search-end" and "home-search-product-end" but not "home-search" - the latter is computed by the partition layout, by adding up the counts of all the sequences with that prefix.
  • to keep the number of permutations low, use a small number of unique step names, and a small maximum sequence length. Larger numbers of either of these will lead to a very large CSV that will be slow to process (and therefore require pre-processing into hierarchical JSON).

I created this example in my work at Google, but it is not part of any Google product. It is covered by the Apache license (see the LICENSE file).

forked from jingsongs's block: Sequences sunburst (sle2)

[环磷酰胺] 4
[环磷酰胺] 1
[环磷酰胺] 1
[激素、环孢素、硫酸羟氯喹] 1
[激素、环孢素、硫酸羟氯喹] 1
[激素、环孢素] 2
[激素、环孢素] 1
[激素、环磷酰胺、硫酸羟氯喹] 9
[激素、环磷酰胺、硫酸羟氯喹] 14
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 3
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 2
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 2
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺、硫酸羟氯喹] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 2
[激素、环磷酰胺] 1
[激素、环磷酰胺] 2
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 2
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、环磷酰胺] 1
[激素、甲氨蝶呤、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 2
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 3
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 2
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 5
[激素、硫酸羟氯喹] 2
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫酸羟氯喹] 1
[激素、硫唑嘌呤、硫酸羟氯喹] 1
[激素、硫唑嘌呤、硫酸羟氯喹] 1
[激素] 1
[激素] 1
[激素] 7
[激素] 1
[激素] 2
[激素] 1
[激素] 2
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 2
[激素] 1
[激素] 1
[激素] 1
[激素] 2
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 2
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[激素] 1
[来氟米特、激素、环磷酰胺、硫酸羟氯喹] 1
[来氟米特、激素、环磷酰胺、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 2
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素、硫酸羟氯喹] 2
[来氟米特、激素、硫酸羟氯喹] 1
[来氟米特、激素] 1
[硫酸羟氯喹] 1
[硫酸羟氯喹] 1
[硫酸羟氯喹] 1
[硫酸羟氯喹] 1
[硫酸羟氯喹] 1
[硫酸羟氯喹] 1
[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹] 4
[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 3
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 2
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素、硫酸羟氯喹] 1
[吗替麦考酚酯、激素] 3
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
[吗替麦考酚酯、激素] 1
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<title>Sequences sunburst</title>
<script src="//d3js.org/d3.v4.min.js"></script>
<link rel="stylesheet" type="text/css"
href="https://fonts.googleapis.com/css?family=Open+Sans:400,600">
<link rel="stylesheet" type="text/css" href="sequences.css"/>
</head>
<body>
<div id="main">
<div id="sequence"></div>
<div id="chart">
<div id="explanation" style="visibility: hidden;">
<span id="percentage"></span><br/>
of visits begin with this sequence of pages
</div>
</div>
</div>
<div id="sidebar">
<input type="checkbox" id="togglelegend"> Legend<br/>
<div id="legend" style="visibility: hidden;"></div>
</div>
<script type="text/javascript" src="sequences.js"></script>
<script type="text/javascript">
// Hack to make this example display correctly in an iframe on bl.ocks.org
d3.select(self.frameElement).style("height", "700px");
</script>
</body>
</html>
Copyright 2013 Google Inc. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
account-account-account-account-account-account 22781
account-account-account-account-account-end 3311
account-account-account-account-account-home 906
account-account-account-account-account-other 1156
account-account-account-account-account-product 5969
account-account-account-account-account-search 692
account-account-account-account-end 7059
account-account-account-account-home-account 396
account-account-account-account-home-end 316
account-account-account-account-home-home 226
body {
font-family: 'Open Sans', sans-serif;
font-size: 12px;
font-weight: 400;
background-color: #fff;
width: 960px;
height: 700px;
margin-top: 10px;
}
#main {
float: left;
width: 750px;
}
#sidebar {
float: right;
width: 100px;
}
#sequence {
width: 600px;
height: 70px;
}
#legend {
padding: 10px 0 0 3px;
}
#sequence text, #legend text {
font-weight: 600;
fill: #fff;
}
#chart {
position: relative;
}
#chart path {
stroke: #fff;
}
#explanation {
position: absolute;
top: 260px;
left: 305px;
width: 140px;
text-align: center;
color: #666;
z-index: -1;
}
#percentage {
font-size: 2.5em;
}
// Dimensions of sunburst.
var width = 750;
var height = 600;
var radius = Math.min(width, height) / 2;
// Breadcrumb dimensions: width, height, spacing, width of tip/tail.
var b = {
w: 220, h: 30, s: 3, t: 10
};
// Mapping of step names to colors.
var colors = {
"[激素、硫酸羟氯喹]":"#b44b31",
"[激素]":"#a0818b",
"[激素、环磷酰胺、硫酸羟氯喹]": "#d5c324",
"[吗替麦考酚酯、激素、硫酸羟氯喹]":"#6ab975",
"[激素、环磷酰胺]": "#a173d1",
"[来氟米特、激素、硫酸羟氯喹]": "#c0693e",
"[吗替麦考酚酯、激素]": "#c03eaa",
"[激素、甲氨蝶呤、硫酸羟氯喹]": "#74b1d2",
"[来氟米特、激素]": "#9bd274",
"[激素、环孢素、硫酸羟氯喹]": "#d2ba74",
"[激素、环孢素]": "#953bb8",
"[吗替麦考酚酯、激素、环磷酰胺、硫酸羟氯喹]": "#c95996",
"[激素、硫唑嘌呤、硫酸羟氯喹]": "#c95984",
"[环磷酰胺]": "#c96059",
"[硫酸羟氯喹]": "#6659c9",
"[来氟米特、激素、环磷酰胺、硫酸羟氯喹]": "#59c9c3"
};
// Total size of all segments; we set this later, after loading the data.
var totalSize = 0;
var vis = d3.select("#chart").append("svg:svg")
.attr("width", width)
.attr("height", height)
.append("svg:g")
.attr("id", "container")
.attr("transform", "translate(" + width / 2 + "," + height / 2 + ")");
var partition = d3.partition()
.size([2 * Math.PI, radius * radius]);
var arc = d3.arc()
.startAngle(function(d) { return d.x0; })
.endAngle(function(d) { return d.x1; })
.innerRadius(function(d) { return Math.sqrt(d.y0); })
.outerRadius(function(d) { return Math.sqrt(d.y1); });
// Use d3.text and d3.csvParseRows so that we do not need to have a header
// row, and can receive the csv as an array of arrays.
d3.text("H3.csv", function(text) {
var csv = d3.csvParseRows(text);
var json = buildHierarchy(csv);
createVisualization(json);
});
// Main function to draw and set up the visualization, once we have the data.
function createVisualization(json) {
// Basic setup of page elements.
initializeBreadcrumbTrail();
drawLegend();
d3.select("#togglelegend").on("click", toggleLegend);
// Bounding circle underneath the sunburst, to make it easier to detect
// when the mouse leaves the parent g.
vis.append("svg:circle")
.attr("r", radius)
.style("opacity", 0);
// Turn the data into a d3 hierarchy and calculate the sums.
var root = d3.hierarchy(json)
.sum(function(d) { return d.size; })
.sort(function(a, b) { return b.value - a.value; });
// For efficiency, filter nodes to keep only those large enough to see.
var nodes = partition(root).descendants()
.filter(function(d) {
return (d.x1 - d.x0 > 0.005); // 0.005 radians = 0.29 degrees
});
var path = vis.data([json]).selectAll("path")
.data(nodes)
.enter().append("svg:path")
.attr("display", function(d) { return d.depth ? null : "none"; })
.attr("d", arc)
.attr("fill-rule", "evenodd")
.style("fill", function(d) { return colors[d.data.name]; })
.style("opacity", 1)
.on("mouseover", mouseover);
// Add the mouseleave handler to the bounding circle.
d3.select("#container").on("mouseleave", mouseleave);
// Get total size of the tree = value of root node from partition.
totalSize = path.node().__data__.value;
};
// Fade all but the current sequence, and show it in the breadcrumb trail.
function mouseover(d) {
var percentage = (100 * d.value / totalSize).toPrecision(3);
var percentageString = percentage + "%";
if (percentage < 0.1) {
percentageString = "< 0.1%";
}
d3.select("#percentage")
.text(percentageString);
d3.select("#explanation")
.style("visibility", "");
var sequenceArray = d.ancestors().reverse();
sequenceArray.shift(); // remove root node from the array
updateBreadcrumbs(sequenceArray, percentageString);
// Fade all the segments.
d3.selectAll("path")
.style("opacity", 0.3);
// Then highlight only those that are an ancestor of the current segment.
vis.selectAll("path")
.filter(function(node) {
return (sequenceArray.indexOf(node) >= 0);
})
.style("opacity", 1);
}
// Restore everything to full opacity when moving off the visualization.
function mouseleave(d) {
// Hide the breadcrumb trail
d3.select("#trail")
.style("visibility", "hidden");
// Deactivate all segments during transition.
d3.selectAll("path").on("mouseover", null);
// Transition each segment to full opacity and then reactivate it.
d3.selectAll("path")
.transition()
.duration(1000)
.style("opacity", 1)
.on("end", function() {
d3.select(this).on("mouseover", mouseover);
});
d3.select("#explanation")
.style("visibility", "hidden");
}
function initializeBreadcrumbTrail() {
// Add the svg area.
var trail = d3.select("#sequence").append("svg:svg")
.attr("width", width)
.attr("height", 50)
.attr("id", "trail");
// Add the label at the end, for the percentage.
trail.append("svg:text")
.attr("id", "endlabel")
.style("fill", "#000");
}
// Generate a string that describes the points of a breadcrumb polygon.
function breadcrumbPoints(d, i) {
var points = [];
points.push("0,0");
points.push(b.w + ",0");
points.push(b.w + b.t + "," + (b.h / 2));
points.push(b.w + "," + b.h);
points.push("0," + b.h);
if (i > 0) { // Leftmost breadcrumb; don't include 6th vertex.
points.push(b.t + "," + (b.h / 2));
}
return points.join(" ");
}
// Update the breadcrumb trail to show the current sequence and percentage.
function updateBreadcrumbs(nodeArray, percentageString) {
// Data join; key function combines name and depth (= position in sequence).
var trail = d3.select("#trail")
.selectAll("g")
.data(nodeArray, function(d) { return d.data.name + d.depth; });
// Remove exiting nodes.
trail.exit().remove();
// Add breadcrumb and label for entering nodes.
var entering = trail.enter().append("svg:g");
entering.append("svg:polygon")
.attr("points", breadcrumbPoints)
.style("fill", function(d) { return colors[d.data.name]; });
entering.append("svg:text")
.attr("x", (b.w + b.t) / 2)
.attr("y", b.h / 2)
.attr("dy", "0.35em")
.attr("text-anchor", "middle")
.text(function(d) { return d.data.name; });
// Merge enter and update selections; set position for all nodes.
entering.merge(trail).attr("transform", function(d, i) {
return "translate(" + i * (b.w + b.s) + ", 0)";
});
// Now move and update the percentage at the end.
d3.select("#trail").select("#endlabel")
.attr("x", (nodeArray.length + 0.5) * (b.w + b.s))
.attr("y", b.h / 2)
.attr("dy", "0.35em")
.attr("text-anchor", "middle")
.text(percentageString);
// Make the breadcrumb trail visible, if it's hidden.
d3.select("#trail")
.style("visibility", "");
}
function drawLegend() {
// Dimensions of legend item: width, height, spacing, radius of rounded rect.
var li = {
w: 250, h: 30, s: 3, r: 3
};
var legend = d3.select("#legend").append("svg:svg")
.attr("width", li.w)
.attr("height", d3.keys(colors).length * (li.h + li.s));
var g = legend.selectAll("g")
.data(d3.entries(colors))
.enter().append("svg:g")
.attr("transform", function(d, i) {
return "translate(0," + i * (li.h + li.s) + ")";
});
g.append("svg:rect")
.attr("rx", li.r)
.attr("ry", li.r)
.attr("width", li.w)
.attr("height", li.h)
.style("fill", function(d) { return d.value; });
g.append("svg:text")
.attr("x", li.w / 2)
.attr("y", li.h / 2)
.attr("dy", "0.35em")
.attr("text-anchor", "middle")
.text(function(d) { return d.key; });
}
function toggleLegend() {
var legend = d3.select("#legend");
if (legend.style("visibility") == "hidden") {
legend.style("visibility", "");
} else {
legend.style("visibility", "hidden");
}
}
// Take a 2-column CSV and transform it into a hierarchical structure suitable
// for a partition layout. The first column is a sequence of step names, from
// root to leaf, separated by hyphens. The second column is a count of how
// often that sequence occurred.
function buildHierarchy(csv) {
var root = {"name": "root", "children": []};
for (var i = 0; i < csv.length; i++) {
var sequence = csv[i][0];
var size = +csv[i][1];
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var foundChild = false;
for (var k = 0; k < children.length; k++) {
if (children[k]["name"] == nodeName) {
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break;
}
}
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if (!foundChild) {
childNode = {"name": nodeName, "children": []};
children.push(childNode);
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} else {
// Reached the end of the sequence; create a leaf node.
childNode = {"name": nodeName, "size": size};
children.push(childNode);
}
}
}
return root;
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We can't make this file beautiful and searchable because it's too large.
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product-search-home-other-other-product,16
product-search-home-other-other-search,1
product-search-home-other-product-account,4
product-search-home-other-product-end,18
product-search-home-other-product-home,5
product-search-home-other-product-other,4
product-search-home-other-product-product,38
product-search-home-other-product-search,6
product-search-home-other-search-home,1
product-search-home-other-search-product,3
product-search-home-other-search-search,4
product-search-home-product-account-account,70
product-search-home-product-account-end,14
product-search-home-product-account-home,8
product-search-home-product-account-other,4
product-search-home-product-account-product,64
product-search-home-product-account-search,7
product-search-home-product-end,575
product-search-home-product-home-account,26
product-search-home-product-home-end,179
product-search-home-product-home-home,109
product-search-home-product-home-other,12
product-search-home-product-home-product,372
product-search-home-product-home-search,102
product-search-home-product-other-account,2
product-search-home-product-other-end,4
product-search-home-product-other-home,5
product-search-home-product-other-other,8
product-search-home-product-other-product,11
product-search-home-product-other-search,1
product-search-home-product-product-account,67
product-search-home-product-product-end,280
product-search-home-product-product-home,121
product-search-home-product-product-other,9
product-search-home-product-product-product,591
product-search-home-product-product-search,96
product-search-home-product-search-account,17
product-search-home-product-search-end,14
product-search-home-product-search-home,12
product-search-home-product-search-other,1
product-search-home-product-search-product,211
product-search-home-product-search-search,60
product-search-home-search-account-account,42
product-search-home-search-account-end,3
product-search-home-search-account-home,6
product-search-home-search-account-other,3
product-search-home-search-account-product,32
product-search-home-search-account-search,12
product-search-home-search-end,150
product-search-home-search-home-account,4
product-search-home-search-home-end,15
product-search-home-search-home-home,15
product-search-home-search-home-product,65
product-search-home-search-home-search,64
product-search-home-search-other-other,2
product-search-home-search-other-product,2
product-search-home-search-other-search,3
product-search-home-search-product-account,42
product-search-home-search-product-end,378
product-search-home-search-product-home,89
product-search-home-search-product-other,4
product-search-home-search-product-product,779
product-search-home-search-product-search,294
product-search-home-search-search-account,19
product-search-home-search-search-end,23
product-search-home-search-search-home,16
product-search-home-search-search-other,1
product-search-home-search-search-product,293
product-search-home-search-search-search,134
product-search-other-account-account-account,14
product-search-other-account-account-end,2
product-search-other-account-account-home,1
product-search-other-account-account-other,1
product-search-other-account-account-product,11
product-search-other-account-account-search,2
product-search-other-account-end,10
product-search-other-account-home-end,1
product-search-other-account-home-product,3
prod
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