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While I am not completely sure about your application and the process you are following, I am not sure what you describe is possible (at least not with the library functions).
Standard scaler works by ...
Those features appear to be not independent, knowing the values of one feature gives information about the values of another feature.
One way to quantify that relationship is through rank correlation. ...
The features have a correlation that is evident upon visual inspection. As either feature increase or decreases, the other does the same. This screams out correlation. Testing this formally could be ...