Having seen that extracting video information sometimes requires complex Python scripts, I am curious which editing software is the best? Just Python? Anaconda or miniconda? Maybe, PyCharm? Which software do you use to write and execute code?
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You don't need an IDE just to run scripts. You can perfectly run them from the command line using python command directly. If sometimes you just want to edit a few lines of code/variables/etc. Notepad is enough. If instead you want to code from scratch a script to do something specific, an IDE is indeed important. Pycharm is a good choice.
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