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Nancy's percentile rank on a science test was 78. this means that

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The percentile rank of a certain score is the score percentages in its frequency distribution that are equal to it or lower that it.

This means that:
Nancy's percentile rank on a science test was 78. this means that Nancy equaled or surpassed 78% of all those who took the test.
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