"Shitsurei shimasu." is Japanese for "Excuse me but I must be leaving now.". You would use this when leaving the office to apologise to your co-workers for your slackness in going home before them. Your colleagues will probably reply "otsukare-sama deshita", which means "Thank you for your hard work".
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