Which one is better? Python or R?

Which one is better? Python or R?

Comparison of Python and R language.

·

2 min read

Python and R are the two widely used programming languages by data scientist. Both are free to download and open source languages.

They can be downloaded from Download Python and Download R

Both languages are suitable for many data science tasks from data manipulation to big data analysis.

What is R?

It is a programming language well suited for statistical analysis and data visualization. RStudio is a most popular IDE for using R.

R has been widely used in academics and research by statisticians and scientists.

Advantages of R

  • Statistical analysis can be done with few lines of code.
  • It can be used for making very informative graphs and visulaizations.
  • It has many packages and libraries for data manipulation and visualization.

dplyr, tidyr, data.table - to manipulate data

ggplot2 - to visualize data

caret - for machine learning tasks

What is Python?

Python is a general purpose object oriented programming language. It is an incredibly simple and easy to learn language. Its programming syntax and its commands are similar to writing the English language.

IDLE is a default editor that comes with Python. There are many other IDE's available for Python. The most widely used are PyCharm, Spyder , Jupyter Notebook.

Advantages of Python

  • It is an object oriented programming.
  • Its simple syntax make coding and debugging easier.
  • It can be used for web development and other applications.
  • It is faster in execution.
  • It has vast collection of libraries.

Numpy - for efficient storage and manipulate homogenous array based data

Pandas - for manipulate heterogenous and labelled data

SciPy - for scientific computational tasks

Matplotlib, Seaborn - for quality data visualization

Scikit-learn - for machine learning tasks.

It is understood that both the languages are capable of dealing with the majority of data science problems and the choice of it depends on the requirements of the project.


Did you find this article valuable?

Support K Ahamed by becoming a sponsor. Any amount is appreciated!