There is a very nice website produced by Max Roser that shows a decrease in violence worldwide, and seeks to provide at least a partial explanation -- all in graphs. Here are three drawn from the site:
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Correlation does not necessarily mean causation, but it does seem likely the increased education leads to social changes that both promote democratic governance and decrease violence in a society.
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