Trying to create fake data for Regression Tasks

[Pablomoreiragarcia]

Hi, first of all your work is awesome, my name is Pablo and I am trying to use your techniques to create new dummy tabular data for regression models, (my problem is that I have small datasets and trying to make them bigger using your notebook 2022-04-23-DataAugmentation_for_Regression_Tasks.ipynb. ipynb) the problem I see with my implementation is that I have some continuous variables that for example go from 1 to 10 but when I do the df_fake_with_noise these variables reduce the range of values to 3.5 to 5.75, so it seems to take a reference to the middle value, is there any way to change that and create data with a wider range that looks like the original data.
Thank you so much.