What is a box plot?

A box plot (or box-and-whisker plot) lets you compare distributions across categories by summarizing a dataset using five key values: the minimum, first quartile, median, third quartile, and maximum. The box shows the middle 50% of the data, while the whiskers show the overall range, making it easy to spot unusual values.

With Flourish, creating box plots takes just minutes – no coding required. Simply upload your data, and the template automatically calculates medians, quartiles, and ranges. Every chart is mobile-friendly, responsive, and ready to share.

Client logo
Client logo
Client logo

USE CASES

Identify outliers with interactive box plots

See variation at a glance, uncover hidden patterns, and highlight unusual values with clarity

Compare groups side by side

See how categories stack up at a glance — from test scores and salaries to demographic factors across regions.

Spot unusual results

Outliers show up as dots outside the whiskers, making it easy to catch errors or highlight standout performers.

Show how values spread

Box plots reveal if results are close together or widely spread out, helping you explain patterns in your data.

FEATURES

Everything you need to create online box plots

Powerful features that make data visualization easy and beautiful

No coding required

Build interactive box plots in minutes, without writing a single line of code.

Create faster with AI

Start in your AI tool with the Connector, then refine in Flourish with the Assistant.

Automatic calculations

Automatically calculate and display key values like the median and range.

Interactive filters

Let viewers explore categories themselves with filter controls and time sliders.

Custom whiskers

Choose how far whiskers extend or remove them completely.

Mobile-ready design

Charts are responsive and animated, so they look great on any screen.

Classic scatter plot

Classic scatter plot

Animate horizontal bars to show categories competing in real time.

Box plot

Box plot

Flip the orientation to visualize changes as vertical columns.

Violin plot

Violin plot

Visualize both individual series and their total.

RESOURCES

Data visualization resources

Tips, guides, and resources to make your interactive box plots even more effective

Box plots 101

Box plots 101

A step-by-step guide on how to turn a classic scatter into a box plot

Learn more →
Flourish training

Flourish training

Explore our short video tutorials to master Flourish

Learn more →
AI for data visualization

AI for data visualization

How AI prompts can help you make better charts

Learn more →

Frequently asked questions

A box plot is a chart that shows how data is distributed. It highlights the median, quartiles, and range, with whiskers marking the spread and dots for outliers.

Use box plots when you want to compare the spread of values across groups or categories. They’re ideal for showing differences, patterns, and unusual data points.



Scatter plots show individual data points and are great for spotting relationships or clusters. Box plots group data into quartiles, making it easier to see the overall spread, median, and outliers at a glance.

For example – use a scatter plot to show all student test scores; use a box plot to compare how scores spread across different classes.



Flourish lets you create and customize box plots in minutes — no coding needed. You can switch between scatter, box, violin, or beeswarm views with a single click, add filters and popups, and share responsive, branded charts anywhere.

Our box plots automatically calculate medians, quartiles, and ranges for you, making it simple to compare categories and highlight outliers. Flexible templates let you choose vertical or horizontal layouts, adjust whiskers, and bring your story to life with smooth animations.



Flourish offers a free plan that’s perfect for exploring interactive data storytelling. You’ll get access to the full range of visualization types available in Flourish (including box plots), unlimited projects, full privacy for your unpublished work, plus helpful support resources.

If you’re an individual creating presentations and reports, our Presenter plan might be the right fit. It includes access to the Flourish app within Canva, along with image and SVG export options for your visualizations.

And if you’re ready to create fully branded visuals without attribution, collaborate across teams, connect your systems via API, and unlock advanced storytelling features like scrollytelling, our premium plans are designed for you. Reach out to our team to find the best option for your business.



Once you publish your Flourish visualization, you’ll get a responsive embed code you can paste anywhere HTML is supported – from WordPress and Medium to custom CMS platforms. Your chart will look great on any screen size, no extra setup needed.

Every project also comes with a unique URL, so you can easily share your work on social media or link to it directly.



Make a box plot now

Explore and explain your data with stunning visualizations and stories. Publish, present or download. No need to code or install software.