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In 1891, Tom Cahill played for the Louisville Colonels.

On Base Percentage (OBP) is considered by many to be a better measure of a great hitter than the Batting Average. It is calculated with the formula (Hits + Walks + Hit by Pitch) / (At Bats + Walks + Hit by Pitch + Sacrifice Flies). In 1891, Tom Cahill had 433 at bats, 111 hits, 41 walks, and was hit by the pitch 6 times. Sacrifice flies weren't counted before 1954. That gives him an On Base Percentage of .329.

Slugging Percentage (SLG) is a popular measure of a batter's power. It is calculated as (Total Bases) / (At Bats). Another way to look at it is (Singles + 2 x Doubles + 3 x Triples + 4 x Home Runs) / (At Bats). In 1891, Tom Cahill had 433 at bats, and hit 83 singles, 18 doubles, 7 triples, and 3 home runs, for a .351 slugging percentage.

Being able to get on base and to hit for power are two of the most important offensive skills in Baseball, so the On Base Percentage and Slugging Percentage are often added together. On-base plus slugging (OPS) is a sabermetric baseball statistic. The best hitters in Major League Baseball can achieve an OPS of .900 or higher. In 1891, Tom Cahill had a .329 On Base Percentage and a .351 Slugging Percentage for an OPS of .680.

Runs Created (RC) is a baseball statistic invented by Bill James to estimate the number of runs a hitter contributes to his team. There are a number of formulas used to calculate it. One of the simplest is (On Base Percentage) × (Total Bases). In 1891, Tom Cahill had a .329 On Base Percentage and 152 Total Bases for 50.03 Runs Created.

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