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03:00:00Z", 108], ["2013-12-13 08:00:00Z", 92], ["2013-12-13 21:00:00Z", 120], ["2013-12-13 14:00:00Z", 89], ["2013-12-13 06:00:00Z", 108], ["2013-12-13 18:00:00Z", 120], ["2013-12-13 01:00:00Z", 120], ["2013-12-13 00:00:00Z", 120], ["2013-12-13 02:00:00Z", 120], ["2013-12-13 10:00:00Z", 101], ["2013-12-13 11:00:00Z", 94], ["2013-12-13 12:00:00Z", 84], ["2013-12-13 16:00:00Z", 117], ["2013-12-13 20:00:00Z", 120], ["2013-12-13 07:00:00Z", 109], ["2013-12-13 17:00:00Z", 119], ["2013-12-13 15:00:00Z", 116], ["2013-12-13 04:00:00Z", 100], ["2013-12-13 05:00:00Z", 99], ["2013-12-13 23:00:00Z", 119], ["2013-12-13 13:00:00Z", 88], ["2013-12-13 19:00:00Z", 120], ["2013-12-19 22:00:00Z", 120], ["2013-12-19 09:00:00Z", 98], ["2013-12-19 03:00:00Z", 120], ["2013-12-19 08:00:00Z", 113], ["2013-12-19 21:00:00Z", 120], ["2013-12-19 14:00:00Z", 105], ["2013-12-19 06:00:00Z", 108], ["2013-12-19 18:00:00Z", 111], ["2013-12-19 01:00:00Z", 120], ["2013-12-19 00:00:00Z", 120], ["2013-12-19 02:00:00Z", 120], ["2013-12-19 10:00:00Z", 106], ["2013-12-19 11:00:00Z", 107], ["2013-12-19 12:00:00Z", 107], ["2013-12-19 16:00:00Z", 118], ["2013-12-19 20:00:00Z", 120], ["2013-12-19 07:00:00Z", 94], ["2013-12-19 17:00:00Z", 92], ["2013-12-19 15:00:00Z", 120], ["2013-12-19 04:00:00Z", 100], ["2013-12-19 05:00:00Z", 107], ["2013-12-19 23:00:00Z", 120], ["2013-12-19 13:00:00Z", 113], ["2013-12-19 19:00:00Z", 120], ["2013-12-29 22:00:00Z", 107], ["2013-12-29 09:00:00Z", 116], ["2013-12-29 03:00:00Z", 120], ["2013-12-29 08:00:00Z", 112], ["2013-12-29 21:00:00Z", 112], ["2013-12-29 14:00:00Z", 116], ["2013-12-29 06:00:00Z", 120], ["2013-12-29 18:00:00Z", 110], ["2013-12-29 01:00:00Z", 120], ["2013-12-29 00:00:00Z", 120], ["2013-12-29 02:00:00Z", 120], ["2013-12-29 10:00:00Z", 119], ["2013-12-29 11:00:00Z", 120], ["2013-12-29 12:00:00Z", 119], ["2013-12-29 16:00:00Z", 99], ["2013-12-29 20:00:00Z", 111], ["2013-12-29 07:00:00Z", 120], ["2013-12-29 17:00:00Z", 100], ["2013-12-29 15:00:00Z", 120], ["2013-12-29 04:00:00Z", 119], ["2013-12-29 05:00:00Z", 120], ["2013-12-29 23:00:00Z", 107], ["2013-12-29 13:00:00Z", 93], ["2013-12-29 19:00:00Z", 105]]

For a work project we've collected a year's worth of sample data from a popular non-U.S. social media service. This involved taking the most recent 200 public posts off the API feed every thirty seconds for the entire year. The app has run for over a year now, and we've delivered about thirteen months' worth of sample data (totalling over 100Gb compressed) to the requesting researcher.

Over the course of a year, though, things go wrong - errors from the server, a temporary last of disk space, and network connection blips are inevitable. Because of this, there are some missing files within the set. To help contextualize what's present and what might be missing, the researcher described a visualization that would quickly communicate where the gaps might be. This is an attempt at that.

There should be more than one million files in this set (24120365+), a difficult level of detail to communicate concisely. To summarize a bit, I extracted a file count for each hour and have created line segments for each hour. Each line segment is shaded using an exponential color scale to highlight (with lighter colors) where the missing files are.

Known issues

  • I haven't wrapped my head around the correct way to adjust the time zone; you might notice that the local (EST) adjustment to GMT is off in this representation.
  • Another issue is handling the anti-aliasing and visual effects that appear with so many small shapes close together. I've played with the stroke-width and overall size quite a bit but can't find a good balance that eliminates these effects entirely.
  • It only seems to work in chrome; firefox and safari show little beyond the scales. No idea why.

This is not scheduled for publication, so while the issues are concerning and leave it rough/unpolished, it might not be important to solve them beyond edification. Suggestions/forks welcome in any case.

<html>
<head>
<title>A year's worth of files</title>
<script src="http://d3js.org/d3.v3.min.js" charset="utf-8"></script>
</head>
<body>
<div id="sketch4"></div>
<style>
.axis path,
.axis line {
fill: none;
stroke: black;
shape-rendering: crispEdges;
}
.axis text {
font-family: sans-serif;
font-size: 11px;
}
.hour line {
shape-rendering: crispEdges;
}
</style>
<script>
var padding = 70;
var width = 1200 + padding;
var height = 1600 + padding;
var sketch4 = d3.select("#sketch4").append("svg")
.attr("width", width)
.attr("height", height);
// 120 is max number of files per hour
var color_scale = d3.scale.pow()
.exponent(2)
.domain([0, 120])
.range(["lightsteelblue", "midnightblue"]);
d3.json("20141001-filecounts.min.json", render);
var dataset;
var mindate;
var maxdate;
function render(e, json) {
if (e) return console.warn(e);
dataset = json;
dataset.forEach(function(de, di, da) {
// construct a correct Date object
dataset[di].push(new Date(de[0]));
// construct a UTC-midnight-anchored Date for y-positioning
dataset[di].push(new Date(de[0].slice(0, 10)));// + " 00:00:00Z"));
});
// adjust hours to anchor extremes at UTC-midnight
mindate = new Date(d3.min(dataset, function(d) { return d[2]; }));
maxdate = new Date(d3.max(dataset, function(d) { return d[2]; }));
var x = d3.scale.linear()
.domain([0, 24])
.range([padding, width - padding/4]);
var y = d3.time.scale()
.domain([mindate, maxdate])
.nice(d3.time.day)
.rangeRound([padding/2, height - padding/2]);
var hours = sketch4.selectAll(".hour")
.data(dataset)
.enter().append("line")
.attr("class", "hour")
.attr("x1", function(d, i) { return x(d[2].getHours()); })
.attr("y1", function(d, i) { return y(d[3]); })
.attr("x2", function(d, i) { return x(d[2].getHours() + 1); })
.attr("y2", function(d, i) { return y(d[3]); })
.attr("stroke", function(d) { return color_scale(d[1]); })
.attr("title", function(d) { return d[0] + ": " + d[1] + " files";})
.attr("stroke-width", 3.5);
hours.append("svg:title")
.attr("class", "hourtext")
.text(function(d) { return d[0] + ": " + d[1] + " files"; });
// vertical gridlines for hours
d3.range(0, 24).forEach(function(he, hi, ha) {
sketch4.append("line")
.attr("x1", x(he))
.attr("y1", y(mindate))
.attr("x2", x(he))
.attr("y2", y(maxdate))
.attr("stroke", "#ccc")
.attr("stroke-width", 2);
}
);
var x_axis1 = d3.svg.axis()
.scale(x)
.orient("bottom");
sketch4.append("g")
.attr("class", "axis")
.attr("transform", "translate(0, " + y(maxdate) + ")")
.call(x_axis1);
var x_axis2 = d3.svg.axis()
.scale(x)
.orient("top");
sketch4.append("g")
.attr("class", "axis")
.attr("transform", "translate(0, " + y(mindate) + ")")
.call(x_axis2);
var y_axis = d3.svg.axis()
.scale(y)
.orient("left");
sketch4.append("g")
.attr("class", "axis")
.attr("transform", "translate(" + x(0) + ", 0)")
.call(y_axis);
};
</script>
</body>
</html>
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