# Clustering Weekday Weekend Data and Multicollinearity

Hi I have data of weekday and weekend step counts in which I extracted metrics from them such as the wd steps, we steps, standard deviation of wd steps, standard deviation of we steps and so on...

  wd_count  we_count  wd_sd_count  we_sd_count  ... .... ....
1  5000      3000      300          500
2  7000      2000      400          100


If I do clustering on this data, the weekday and weekend variables are going to be highly correlated and I will have to remove them before clustering. Is there any way around this problem for this kind of analysis?