Median Quartiles and Box Plots

[AbdullahKazi500]

Suggested feature

Perhaps also if Median and Quartiles
Including the median and quartiles (Q1 and Q3) to provide insights into the data distribution's central tendency and spread.
Box Plots:
Generating box plots to visually represent the distribution of the benchmarking results, including the median, quartiles, and potential outliers.

[nkanazawa1989]

Sounds like a good first issue :)

Our visualizer uses the bridge pattern to support multiple drawer backends (currently we only have matplotlib though), and the implementation might look complicated. But the curve plotter is a good example to start with. This plotter object must be drawer-backend agnostic and just provides data structure and API for experiments. You need to define a plotter class for every visualization template. You also need to extend the mpl drawer to call box plot API.