Why use the object oriented approach in matplotlib for visualizing data? [closed]

2024/7/7 6:25:48

why create figure() and calling add_axes() while plotting instead of a straight forward plot() in matplotlib. Is there any benefits to using the former approach?

Answer

As explained in matplotlib blog, the benefits of OO approach are scalability and control. The functional interface (pyplot) was build to reproduce MATLAB's method of generating figures, which is a very popular propetary programing language in engeenering departments. Pyplot works as a state-based interface, where the states are figures that can be changed by methods.

On the other hand, in the OO approach Figure are just the top level container (object) that holds many elements called Artists. This garantee whole control of the elements showed in the final Figure, like tick values, markers, grid, and so on.

To get in touch with more detailed information on this subject, i recommend that you take a look at the following links:

The Lifecycle of a Plot: https://matplotlib.org/matplotblog/posts/pyplot-vs-object-oriented-interface/

Matplotlib Guide from Real Python: https://realpython.com/python-matplotlib-guide/

https://en.xdnf.cn/q/120008.html

Related Q&A

Set a status for a discord bot

I am trying to get my bot to have the status, m!help. I see that a lot of other bots have their help command in their status so I wanted to do that too. await bot.change_presence(activity=discord.Game(…

Can you permanently change python code by input?

Im still learning python and am currently developing an API (artificial personal assistant e.g. Siri or Cortana). I was wondering if there was a way to update code by input. For example, if I had a lis…

Count the number of files with a special suffix in a directory using python

It is possible to count the number of all files in a directory by:import ospath = /mnt/BIGDATA/num_files = len([f for f in os.listdir(path) if os.path.isfile(os.path.join(path, f))])As mentioned in How…

How to not hardcode function in this example

The following links contain 2 csv files that the function should pass through grades_1e_2a grades_2e_4aHowever my function is only able to pass the 2nd linked file, as it is hardcoded to range(4,8). ou…

How to group array based on the same values

Please, confused with array in python. I want to group array based on the same values.Code:enter image description hereid_disease = [penyakit_tepung,hawar_daun] for id_disease in id_disease:qres = acac…

latest video by youtube api

In order to learn this api I am trying to create a bot.one of the things this bot does is to first comment when a channel uploads a video.On some channels it works however on some channels it doesnt wo…

Function to switch between two frames in tkinter

Im looking through the code at passing-functions-parameters-tkinter-using-lambda, and needed a tad more functionality inside his class PageOne(tk.Frame). Instead of using lambda commands below (as he …

Get values from a tuple in a list in Python

x = Bookshop() x.orders = [ [1, ("5464", 4, 9.99), ("8274",18,12.99), ("9744", 9, 44.95)], [2, ("5464", 9, 9.99), ("9744", 9, 44.95)], [3, ("5464&…

Last Digit of the Sum of Fibonacci Numbers

I am trying to find the last digit of sum of Fibonacci Series. I calculate the sum as F(n+2) - 1. The below code is working fine but it is slow for large numbers (e.g 99999). How can I optimize this?n…

Django websites not loading

I have two Django websites on one server using Apache with mod_wsgi on Windows 10. For some reason the Django websites dont load, however, I have a normal website that does. Ive had it work in the past…