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  1. Python Tutor is also a widely-used web-based visualizer for C and C++ meant to help students in introductory and intermediate-level courses. It uses Valgrind to perform memory-safe run-time traversal of data structures, which lets it display data more accurately than gdb or printf debugging.

  2. Write and execute Python 3 code and see the step-by-step execution of your program. You can also generate a URL to share your visualization with others or report a bug.

  3. Python Tutor helps you learn and debug Python code with a step-by-step visualizer and AI tutor. You can code online in Python, Java, C, C++, and JavaScript and see the execution frames and objects.

  4. Python Tutor helps you understand how Python code runs step by step. You can write, visualize, and get live help for Python, Java, C, C++, JavaScript, and Ruby code.

  5. Write and execute Python code line-by-line and see the output instantly. Learn programming by visualizing your code and debugging errors with this online tool.

  6. Python Tutor is a web-based tool that lets you write and run code in Python, Java, JavaScript, C, C++, Ruby, and TypeScript. You can see the execution steps, variables, methods, objects, and data structures in a visual way.

  7. Matplotlib: Visualization with Python. Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Matplotlib makes easy things easy and hard things possible. Create publication quality plots. Make interactive figures that can zoom, pan, update. Customize visual style and layout.

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