Enh : Remove copy.copy call that cause the LS to consume a lot of memory

Hi, 

Need some review on this commit. As discussed with @naparuba, we could remove the statement but maybe we are missing something.

Ping @lausser , any opinion on that? 

For others, feel free to give your opinion also :)