I visited her yesterday but unfortunately she had already left . The past perfect (had + past participle) shows an action that happened before another action in the past. In this sentences, you have "visited," a action in the past, and "had left," an action that happened before you visited.
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appranxis"have observed and have been observed"The difference is active voice and passive voice.