Sankey charts are a type of data visualization that have gained popularity in recent years due to their ability to represent flows and transitions, making it easier to understand complex data relationships. In this article, we will explore the world of Sankey charts, explaining how they are created and highlighting some of their applications.
Introduction
Sankey diagrams, named after their inventor, Captain Matthew Holdway Sankey, are powerful tools for visualizing data flows or processes. They use arrows, or ‘flow lines’, and proportional widths to represent the magnitude of the flows. Each flow line connects different nodes, which can represent sources, destinations, or other attributes, such as categories or years.
How to Create a Sankey Chart
Creating a Sankey chart involves several key steps:
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Data Collection: Gather the data that represents the flows you want to visualize. This typically includes flow values, source nodes, destination nodes, and any additional attributes like colors or labels.
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Data Preparation: Organize the data in a way that it can easily be read by a charting tool. This usually means having a table with columns for source, destination, and the corresponding flow values.
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Choosing a Tool: Select the right tool or software to create your Sankey diagram. Popular options include Gephi, Microsoft Power BI, Tableau, and Python libraries such as
sankey
for Matplotlib orpySankey
for Plotly. -
Designing the Chart: In your chosen tool, define the nodes (sources and destinations) and their attributes. Import your data and use the tool’s features to draw the flow lines with proportional widths.
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Customization: Adjust colors, labels, titles, and layout to make your Sankey chart visually appealing and easy to understand.
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Review and Adjust: Ensure that the chart accurately represents the data and that it communicates the intended message clearly.
Applications of Sankey Charts
Sankey charts find applications in a variety of sectors, thanks to their ability to illustrate the flow of information, energy, goods, or data. Here are a few examples:
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Energy Efficiency: Visualize energy usage and transformations in a building or power grid, making it easier to identify inefficiencies and potential improvements.
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Finance: Display the flow of transactions, such as stock market trading volume or money flow within an organization, helping to analyze patterns and trends.
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Healthcare: Model patient flows through different stages of treatment or hospital services, aiding in identifying bottlenecks and resource allocation issues.
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Transportation: Illustrate the movement of goods or passengers across different modes of transport, highlighting routes, efficiency, and possible areas for optimization.
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Web Analytics: Show web traffic flows, such as user navigation patterns on a website, enabling insights into user engagement and potential usability issues.
Conclusion
Sankey charts offer a unique way to visualize complex flows and transitions, making them invaluable tools for data analysts, scientists, and decision-makers across industries. By leveraging these charts, businesses and researchers can discover patterns, explain processes, and make critical insights more accessible to everyone involved. As visualization tools continue to evolve, the ability to create and customize Sankey diagrams will only become more streamlined, further enhancing their utility in an array of applications.
SankeyMaster
SankeyMaster is your go-to tool for creating complex Sankey charts . Easily enter data and create Sankey charts that accurately reveal intricate data relationships.