Kirsty Howat's 55th minute header put the Eagles in front, before Molly-Mae Sharpe's turn and shot made it 2-0 on 72 minutes.
Two late goals from Newcastle meant the points were shared in South London, but there were still plenty of good performances in red and blue.
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