What Will I Learn?
Multivariate time series heat maps are a great way to illustrate data over time. Cal-Heatmaps is a helper-library for D3js that makes beautiful heatmaps simple.
In this tutorial we will illustrate two datasets in a scrolling calendar. The trailing seven days will be illustrated by day and summarized by hour. Each cell will represent an hour and the roll-over tool top will summarize the activity for the hour.
The data source is a series if flat CSV files exported from a database but could just as well be a SQL query to a live database. This is an example TSQL query that you might use to get transaction data from a MS SQL Server into a suitable form we can use in our example,
SET TRANSACTION ISOLATION LEVEL READ UNCOMMITTED;
USE [myTransactiondb];
GO
DECLARE @_START DATE; SET @_START = GETDATE()-14;
DECLARE @_END DATE; SET @_END= GETDATE();
SELECT
/* CONVERT datetime to UNIX_TIMESTAMP*/
DATEDIFF(SECOND, {d '1970-01-01'}, [datetime]) AS [datetime]
,COUNT([transactionID]) AS [value]
From[myTrnsactionTable]
WHERE [datetime] BETWEEN @_START AND @_END
GROUP BY DATEPART(hour, [datetime]), [datetime]
ORDER BY [datetime] DESC
Requirements
Your web browser will need Javascript enabled and you will want to be able to serve these files to the browser via webserver such as IIS or Apache.
Difficulty
- Basic
The data
Our data will be stored in two separate flat files (comma delimited CSVs),
1. A_data.csv
2. B_data.csv
Each file contains only two columns with a header row. We'll illustrate 9 rows of example data which can be cut and paste into text files with a .csv extension. This should be just enough to get your example working.
The code is setup to allow you to include any number of datasets beyond the two we use in our example.
A_data.csv
datetime,value
1413416220,1
1413413100,1
1413405720,1
1413405600,2
1413405540,1
1413405480,4
1413404880,1
1413403560,1
1413402120,1
B_data.csv
datetime,value
1413417240,1
1413417180,2
1413416700,1
1413416640,1
1413416580,4
1413416520,2
1413416340,1
1413416100,1
1413415980,1
The Code
All the heavy lifting takes place in the index.html file. The example below has inline comments line by line.
This can be cut and paste into index.html and place in a folder on your webserver along side your A_data.csv and B_data.csv files.
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<title>Heat Maps</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
<script type="text/javascript" src="//d3js.org/d3.v3.min.js"></script>
<script type="text/javascript" src="//cdn.jsdelivr.net/cal-heatmap/3.3.10/cal-heatmap.min.js"></script>
<link rel="stylesheet" href="//cdn.jsdelivr.net/cal-heatmap/3.3.10/cal-heatmap.css" />
</head>
<body>
<div id="A">A</div>
<div id="B">B</div>
<p>
<button id="domain-highlight-previous-selector" style="margin-bottom: 10px;">Backwards</button>
<button id="domain-highlight-next-selector" style="margin-bottom: 10px;">Forwards</button>
<script type="text/javascript">
// Simple function to convert parsed tabular csv data to
// something resembling a Javascript object.
function converter(data) {
var i, total, results = {};
for (i=0, total = data.length; i<total; i++) {
results[+data[i].datetime] = +data[i].value ;
}
return results;
}
// Instantiate a new Date object
var start_date = new Date();
// Set the date to 7 days ago
start_date.setDate(start_date.getDate() -7 );
// Define 4 identifiers for the sets of data.
// Note divs above with matching ids.
var datasets = ["A", "B"];
// Iterate through the 4 datasets passing each
// as a parameter into the function.
datasets.forEach(function(myObject) {
//Instantiate a calendar (SVG) object
var cal = new CalHeatMap();
// Initialize the object with rendering parameters
cal.init({
// Use the hospital mnemonic as a dic selector
itemSelector: "#"+myObject,
// Assign each one a unique namespace
itemNamespace: myObject,
// Use mnemonic to identify the corresponding csv file
data: myObject+"_data.csv",
// Use the cal-heatmap csv data parser
dataType: "csv",
// After parsing the csv, run reults through the converter function
afterLoadData: converter,
// Set number of Day domains/blocks
range: 8,
// Set each domain to be 1 day
domain: "day",
// Illustrate hours left to right (as opposed to top to bottom)
subDomain: "x_hour",
// Label each cell with Hour in 24 hr notation
subDomainTextFormat: "%H",
// Set the initial start date to render
//start: start_date,
start: new Date(2014, 9, 10),
// Set size of each hour
cellSize: 15,
// Set spacing between domains
domainGutter: 5,
domainMargin: 5,
// Set animation speed
animationDuration: 1500,
// What to call when selector buttons are clicked
nextSelector: "#domain-highlight-next-selector",
previousSelector: "#domain-highlight-previous-selector",
// Draw fancy roll over tool tips
tooltip: true,
// Set the data class labels for roll over tool tips
itemName: ["visit", "visits"],
// Draw a legend under each panel
displayLegend: false
});
});
</script>
</body>
</html>
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Upvote for upvote
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I'm always on the lookout for anything that makes data look amazing!
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Hey @morningtundra I am @utopian-io. I have just upvoted you!
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Wow. Great
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