Stern John cracked a second-half double and Marek Saganowski´s header shortly before the interval ensured the Saints avoided the drop to League One.
The south coast side are well versed at beating relegation on the final day - in the Premier League they went into the last day of the season in danger of relegation four times during the 1990s.
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