Compare JetBrains DataSpell vs. PyCharm vs. Spyder

Easily switch between command and editor modes using just one keystroke while navigating through cells with arrow keys. Take advantage of all standard Jupyter shortcuts for a smoother experience. Experience fully interactive outputs positioned directly beneath the cell for enhanced visibility. When working within code cells, benefit from intelligent code suggestions, real-time error detection, quick-fix options, streamlined navigation, and many additional features. You can operate with local Jupyter notebooks or effortlessly connect to remote Jupyter, JupyterHub, or JupyterLab servers directly within the IDE. Execute Python scripts or any expressions interactively in a Python Console, observing outputs and variable states as they happen. Split your Python scripts into code cells using the #%% separator, allowing you to execute them one at a time like in a Jupyter notebook. Additionally, explore DataFrames and visual representations in situ through interactive controls, all while enjoying support for a wide range of popular Python scientific libraries, including Plotly, Bokeh, Altair, ipywidgets, and many others, for a comprehensive data analysis experience. This integration allows for a more efficient workflow and enhances productivity while coding.

All your Python development needs are consolidated in one application. While PyCharm handles routine tasks, you can save precious time and concentrate on more significant projects, fully utilizing its keyboard-centric design to explore countless productivity features. This IDE is well-versed in your code and can be trusted for features like intelligent code completion, immediate error detection, and quick-fix suggestions, alongside straightforward project navigation and additional capabilities. With PyCharm, you can write organized and maintainable code, as it assists in maintaining quality through PEP8 compliance checks, testing support, smart refactoring options, and a comprehensive range of inspections. Created by programmers specifically for other programmers, PyCharm equips you with every tool necessary for effective Python development, allowing you to focus on what matters most. Additionally, PyCharm's robust navigation and automated refactoring features further enhance your coding experience, ensuring that you remain efficient and productive throughout your projects.

Spyder’s multi-language editor comes equipped with a robust set of tools designed to enhance the editing experience, making it both user-friendly and effective. Among its standout features are syntax highlighting powered by pygments, real-time code and style evaluation through pyflakes and pycodestyle, and advanced completion capabilities, calltips, and navigation tools facilitated by rope and jedi. Users can also take advantage of a function and class browser, as well as options for horizontal and vertical window splitting, among other functionalities. Additionally, the integrated IPython console enables the execution of commands and interaction with data directly within IPython interpreters, providing a seamless workflow. The variable explorer further enriches this experience by allowing users to explore and manage the objects created by their code, displaying the namespace contents of the currently active IPython session. This tool not only shows global objects, variables, and class instances but also provides GUI-based editing options for adding, removing, or modifying values, thus supporting a highly interactive coding environment. Ultimately, Spyder combines these diverse features to create an effective platform for developers looking to streamline their coding processes.