Sankey charts, also known as Sankey diagrams, are a powerful visualization tool used to represent flows and movements of data or quantities between different entities or nodes. These diagrams are named after the Scottish engineer and inventor, Captain Matthew Henry Phineas Riall “Fenny” Sankey, who first introduced a simplified version of the graph in 1898 to illustrate the energy losses in a steam engine. Over the years, the humble Sankey chart has evolved into a sophisticated visual representation used across various fields, from environmental science to business analytics, to help us understand complex flow dynamics in a more intuitive way.
Understanding Sankey Charts
At their core, Sankey charts display flows as arrows or bands with varying widths, which allows viewers to comprehend the scale and direction of the flow. Each flow starts from a source or isomorphism node and terminates at a sink or destination node, with the width of the arrows or bands used to represent the amount of flow in a specific category.
Key Elements of a Sankey Chart
- Nodes: These represent entities or categories involved in the flow.
- Edges (Arrows/Bands): These depict the movement of data or quantities between nodes, with the thickness proportional to the flow intensity.
- Flow Labels: These provide information about the nature of flow, sometimes including units or percentages.
- Sinks and Sources: These are nodes where flows enter or exit the system.
Creating a Sankey Chart
Creating a Sankey diagram involves several steps:
- Data Collection: Gather data that describes flows between different categories. This could be traffic, energy consumption, water usage, or sales between departments.
- Data Structuring: Organize the collected data into a suitable format, such as a table, where each row represents a flow from one node to another, and columns categorize the source, target, and value of the flow.
- Software Selection: Choose a tool to create the chart. Options range from free online tools like Vizzlo or online Sankey diagram generators to more advanced software like Tableau, KNIME, or Python libraries (e.g., Plotly, Matplotlib).
- Chart Design: Input your data into the chosen software. Follow the platform’s instructions to layout your nodes, define flow categories, and set the width of the bands according to the flow values.
- Styling and Formatting: Adjust colors, labels, and annotations to improve readability. You can also customize the layout or orientation of the chart according to the specific story you want to tell.
- Review and Publish: Inspect the final chart for accuracy and clarity. Make any necessary adjustments and then present the chart in a digital or physical format suitable for your audience.
Software Recommendations
- Vizzlo: A free online tool that offers a user-friendly interface for creating and customizing charts quickly.
- Tableau: A powerful data visualization platform that includes extensive tools for creating complex Sankey diagrams.
- KNIME: An open-source analytics platform that supports the creation of Sankey diagrams as part of data analysis workflows.
- Python Libraries: Libraries like
networkx
andSankey
plugins formatplotlib
orplotly
can be used for more interactive and customizable Sankey diagrams.
Applications of Sankey Charts
Sankey charts are used in a wide range of applications due to their ability to simplify complex data into easy-to-grasp visual summaries. Some common applications include:
- Resource Flow Analysis: In environmental science and engineering, Sankey charts are used to visualize the flow of energy, materials, or processes in a system, helping identify areas of inefficiency or potential for improvement.
- Sales and Marketing Analysis: In business, Sankey diagrams can illustrate the flow of sales opportunities, customer journeys, or marketing spend, aiding in strategic decision-making and identifying conversion bottlenecks.
- Organizational Structure Visualization: In project management, Sankey charts can depict the allocation of resources or the flow of tasks within teams, providing insights into resource utilization and collaboration patterns.
- Energy Consumption: For utility companies, Sankey diagrams showcase energy consumption patterns across different sectors, helping to forecast demand and optimize resource distribution.
In conclusion, Sankey charts offer a unique way to visualize and interpret complex flow dynamics. By effectively leveraging these diagrams, professionals across various industries can gain valuable insights, streamline communication, and make data-driven decisions with ease. Whether you’re analyzing environmental processes, optimizing business strategies, or managing organizational resources, Sankey charts are a powerful tool in your data visualization arsenal.
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.