Hello,

If you need to go through R the function fread of data.table
can speed up the data import.

If not and you work on a gnu/linux distro may be awk might help
https://stackoverflow.com/questions/5536018/how-to-print-matched-regex-pattern-using-awk

HTH,
Jeremie

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