Matplotlib mistakes often come from poor layout, unclear labels, and wrong scale choices, not from the data itself. Clear plotting improves when scatter plots and large datasets are simplified for ...
In some cases, it is useful to create upsampled time series as well, especially if you're trying to merge several time series with different frequencies. You can do this by using the .resample() ...