Complex sentence: "No One Needs to Know" was the sixth single from Shania Twain's 1995 album "The Woman in Me".
Split into simpler sentences: No One Needs to Know is a song by Canadian singer Shania Twain. It was the sixth single released from her 1995 album "The Woman in Me".