matplotlib plot whole data

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I've been using matplotlib to plot data in the form of lines. I want all of the data to be visible at any time, but mpl is giving me strange behaviour while fine zooming:

First image: https://i.stack.imgur.com/nccvi.png Second image: https://i.stack.imgur.com/hov79.png

The data is not consistent between different views, and I can't allow that in my application. What can I do to prevent this?

I can't find any method to tell mpl to plot all of the data, it seems that there are only methods for drawing every n'th element or similar (and passing 1 does not help).

NOTE: I am using the Qt backend.

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