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python - the yticks label is not aligned (the position not placed in the middle) in seaborn heatmap

I'm trying to make heatmap with seaborn, but the ylabel and the parameter is not placed in the middle, I've been trying to add vertical alignment properties (line 3), but it's not work, here is the code:

data = np.random.rand(4, 4)
heat_map = sns.heatmap(data, annot=True)
plt.yticks(va="center")
plt.show()

And the result is look like this: The result

When I make 2x2 heatmap, the result is look like this: The result 2x2

Looking forward to any tips or tricks that you have to offer to solve this problem, thanks in advance!


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