Buck Weaver, star 3rd basemen for the 1919 Chicago White Sox, never took a nickel to throw a World Series game. But he got the same penalty as the other seven who did because he sat on the information. Eddie Cicotte took only the $5000 which Owner Charles Comiskey promised him and cheated him out of, but he suffered the same penalty as the players who took all the bribe.
I don’t think there was any evidence Shoeless Joe took the bribe (and I don’t remeber reading about him confessing anyhting on it ! Maybe he did !) His Series performance certainly didn;t look like he was throwing the game.
I think he also is accused of sitting on the information.