How can you die from the third rail?

A girl from my community recently died while walking on the tracks and she seemed to slip and fall and die on the third rail. What I don't understand is if it was just her leg that came in contact with the third rail, why didnt she survive and just have her leg amputated? Does electrocution kill you fast?
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