Firstly, we should know why one should use an IDE(Integrated Development Environment). The reasons behind using an IDE are:
- It is a software environment used to write code. It gives us an ability to use tools like an editor and a compiler together, and it can prove to be a very handy tool while coding.
- IDEs have some added features like code insight is one of the most helpful tools that an IDE can provide. Code insight is the ability for the program to interpret what is typed out. Apart from code insights, an IDE can change the text color to represent different classes, functions, and variables.
- IDE has the ability to debug a program. IDEs will help one to recall a function or method's names, both of one's code and that of external packages.
But when we move to the problem of finding the best IDEs for programming, we should be aware of both the advantages and disadvantages of each IDE so that we can use the proper IDE in a proper way and in the proper place. So let's discuss the 5 best IDEs:
1. PyCharm
![](data:image/png;base64,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)
PyCharm is one of the most popular Python IDEs. There are a lot of reasons for this, one of those is the fact that it is developed by JetBrains, the company behind the successful IntelliJ IDEA IDE (which is one of the big 3 of Java IDEs) and also the “smartest JavaScript IDE” WebStorm.
- PyCharm is highly recommended for Python beginners as it makes writing code more efficient, quick, and less prone to errors and typos.
- It offers an enhanced level of code comprehension and readability by means of clear color schemes for keywords, classes, and functions (syntax and error highlighting)
- PyCharm features an in-built Python debugger and integrated unit testing with line-by-line code coverage. It comes with great support for scientific libraries, such as Matplotlib and SciPy which helps a lot in Data Science and Machine Learning.
Note: PyCharm is Memory Intensive and its initial set-up can be time-consuming especially when you are using a slow computer.
2. Spyder
![](data:image/png;base64,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)
Spyder is an open-source cross-platform IDE where Python is pre-installed within the IDE. For programmers who want interactive environments working in the fields of Data Science, engineering, and scientific research, Spyder is the best platform.
- Spyder gives customizable Syntax Highlighting.
- Spyder allows us to run the iPython console and can clear variables automatically.
- This IDE works efficiently in a multi-language editor with a function/class browser, code analysis tool, automatic code completion, etc.
- Breakpoints (debugging and conditional breakpoints) and Interactive execution which allows you to run line, file, cell, etc. are available in Spyder.
- It is specifically designed for data scientists; ​hence, it integrates well with data science libraries like NumPy.
Note: Spyder is not very customizable and it’s very basic than its counterparts (like PyCharm). Hence, it is recommended for beginners, to use an IDE which provides better options and coding experience.
3. Jupyter Notebook
![](data:image/png;base64,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)
Jupyter Notebook is an open-sourced web-based application that allows you to create and share documents containing live code, equations, visualizations, and narrative text.
- This notebook not only supports Python but also has support for over 40 programming languages.
- One of the best things of Jupyter Notebook is - it provides a perfect environment for a data science enthusiast who has just started his career in this field.
- This IDE supports markdown and enables you to add variety of HTML components from images to videos.
- This IDE also includes data cleaning and transformation, numerical simulation, statistical modeling, data visualization, and many others.
Note: Jupyter Notebook is complex for running long asynchronous tasks and its installation process is a bit complex while working with remote servers.
4. JupyterLab
![](data:image/png;base64,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)
The new version of JupyterLab provides a great development environment for Data Scientists. Beyond the beautiful layout, JupiterLab allows you to create your own extensions and add additional features.
- The JupyterLab extension for version control using git developed by the JupyterLab team is a great extension to push/pull/commit your code in your remote Github repo.
- JupyterLab extension shows currently used variables and their values and it provides a tool similar to the variable inspector in RStudio.
- It auto-generates a table of contents in the left area when you have a notebook or markdown document opened. The entries are clickable and you can scroll the document to the heading in question.
Note: JupyterLab does not provide a convenient file explorer view when developing code so, reading and writing files become clumsy. Testing and modularity are sometimes difficult to handle within JupyterLab.
5. VS Code(Virtual Studio Code)
![](data:image/png;base64,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)
Developed and maintained by the Microsoft, VS Code is one of the most stable IDEs. It has an IntelliSense which enables completion of codes based on variable types, functions, and imported modules.
- Visual Studio Code features a light-weighted fast source code editor, perfect for day-to-day use. With support for hundreds of languages, VS Code helps to be instantly productive with syntax highlighting, bracket-matching, auto-indentation, box-selection, snippets, and more. Intuitive keyboard shortcuts, easy customization, and community-contributed keyboard shortcut mappings allow a user to navigate their code with ease.
- VS Code also integrates with build and scripting tools to perform common tasks making everyday workflows faster. VS Code also has the support for Git.
- VS Code includes enriched built-in support for Node.js development with JavaScript and TypeScript. VS Code also includes great tooling for web technologies such as JSX/React, HTML, CSS, SCSS, Less, and JSON.
- Architecturally, Visual Studio Code combines the best of the web, native, and language-specific technologies.
Note: Similar to all other electron apps, VSCode's memory, and battery usage is pretty bad. But overall, we can suggest VS Code is the most stable IDE among all.
There are a lot of other IDEs as well like Visual Studio Community, Pydev, etc. Some programmers also prefer to use basic code editors like Sublime, atom, or notepad++ along with their favorite set of plugins. Hope this article gave you a solid understanding of which IDE to use when and which IDE is good for you.
Have a great day and happy coding!