How to transform a set of scores into a normal distribution score?

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I have a set of people with scores. Let's say: Person1: 18 Person2: 1,879 Person3: 873 Person4: 1M ... Person2M: 9,387

I would like to give each of these, a 0-100 Score, that is distribution in a normal distribution. Meaning most people will get 50, and very few people will get above 97 and less than 3, etc.. How can I do this?