Clear charts with Matplotlib

Clear charts with Matplotlib

How to build Matplotlib charts that people actually want to read and use. Data science is a lot about convincing people, showing what you have found, what patterns you actually understood. Charting comes a long way in this exercise.

Data science is a lot about convincing people, showing what you have found, what patterns you actually understood. Charting comes a long way in this exercise. Sadly many scientific libraries allow you to produce charts out of the box such as the one below.

Are your eyes drawn to the chart with a sense of curiosity? Personally, mine are not and more importantly, I think the non-technical, general public will dismiss it rather fast as you have to make a conscious effort to go beyond the visual lack of clarity.

Most will dismiss the importance of aesthetics, but I really think it is one of the connecting bridges between “tech” and “business” people.

It helps to better communicate.

Charts are about what you want to show, what is the most important information that a reader should extract? Is it the axis? You can hardly miss the dark frame and lines. If you want to read the bar value, it is stacked between the error bar lines. The important information is hidden.

In this post, I am taking the example of bar plots pretending that we measured some score in different groups of people. The required code is shared at the end of the post.

matplotlib charts communication data-science

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Data Science Course in Dallas

Become a data analysis expert using the R programming language in this [data science](https://360digitmg.com/usa/data-science-using-python-and-r-programming-in-dallas "data science") certification training in Dallas, TX. You will master data...

32 Data Sets to Uplift your Skills in Data Science | Data Sets

Need a data set to practice with? Data Science Dojo has created an archive of 32 data sets for you to use to practice and improve your skills as a data scientist.

Data Cleaning in R for Data Science

A data scientist/analyst in the making needs to format and clean data before being able to perform any kind of exploratory data analysis.

Online Data Science Course in Bangalore

Avail Best Data Science Course in Bangalore and Kick Start Your Career as a Successful Data Scientist in Bangalore within 4 months. Data Science Course in Bangalore | Data Scientist Training in Bangalore with Placements.

Exploratory Data Analysis is a significant part of Data Science

Data science is omnipresent to advanced statistical and machine learning methods. For whatever length of time that there is data to analyse, the need to investigate is obvious.