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Diane Leather's fastest mile time was 4 minutes, 59.6 seconds. She achieved this record-breaking time on May 29, 1954, becoming the first woman to run a mile in under 5 minutes. This achievement was a significant milestone in women's athletics and helped pave the way for future female runners.