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Taking the advised of @blink1073, I'm here reporting the issue found in ipykernel 5.3.3.
Basically, my qt (run in jupyter notebook) doesn't work any more after I upgraded ipykernel 5.3.3. In my testing, downgrading to 5.3.0 or 5.3.2 solves the problem, perhaps there's some incompatibility in this 5.3.3 version.
Here is what I got:
Test this code in jupyter notebook:
%matplotlib qt
import matplotlib.pyplot as plt
x = [1,2,3]
y = [5,4,5]
plt.plot(x,y)
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