Violin plots use vertically mirrored shapes to show how values are distributed, making it easier to compare patterns across categories.
They are effective for side-by-side comparisons, using width to represent variation and spread.
Histograms can display distributions, but become difficult to interpret across multiple categories. Fixed bin sizes also limit the level of detail.
Violin plots address these issues by providing a smoother and more readable view of value distribution.
Use Case: Exploring Laptop Order Patterns Across Regions
This visualization illustrates how laptop prices vary across regions in a single compact view:
- Wider sections represent higher order volumes at specific price points
- Each region’s shape highlights differences in price sensitivity
- The continuous view reveals subtle patterns beyond fixed bins
This approach surfaces where orders are concentrated and how distributions differ by region.
At Perceptive Analytics our mission is “to enable businesses to unlock value in data.” For over 20 years, we’ve partnered with more than 100 clients—from Fortune 500 companies to mid-sized firms—to solve complex data analytics challenges. Our services include Advanced Analytics, Generative AI, and Business Intelligence (Tableau, Power BI and Looker) turning data into strategic insight. We would love to talk to you. Do reach out to us.
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Principal, Benjamin Realty Advisors
I have been working with Chaitanya and Perceptive Analytics for about 20 months now. They did BI / reporting and excel tool development. Their work helped us in channeling our periodic reports to the senior and operational management. The team exceeded my expectations. Chaitanya would ask thought provoking questions that trigger a new line of thinking. They created good dashboards so our senior team can quickly interpret reports. We were able to make progress because the team knew finance and tools they created were easy to implement.
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CFO at Pearl Hospitality
Chaitanya and the Perceptive Analytics team worked on multiple strategic projects that involved Tableau data visualizations. Perceptive's work (~ 1 year) led to successful launch of our portal - this was an important milestone for us. Visualizations created were insightful, easy to understand and visually attractive. The team often suggested ways to show data in more intuitive way so our audience can understand it. They also knew Tableau well that helped in customizing it for our purposes. The team worked hard to finish the project on time managing expectations. I look forward to working with Perceptive on other projects.
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