PHILADELPHIA—President Barack Obama has one final campaign to run, and with his address Wednesday at the Democratic National Convention he’ll face an improbable challenge: convince his supporters who are ambivalent about Hillary Clinton to turn out to vote for her in November.

Eight years after defeating Mrs. Clinton in a hard-fought primary, the fates of these two historic candidates—the first black president and the first female nominee from a major party—are now closely linked.

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