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Improve speed of qd_screen #29

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@smarie

We should ensure that this python package is at least as fast (even faster !) as the R experiments used in the thesis and paper.

For this we should do some profiling with pytest-profile to understand where the time is consumed and where this could be optimized.

Note for windows users: to see the svg there is still a manual command to execute to see the svg: man-group/pytest-plugins#162

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