Do I have to pay the IRS?

Me and two other friends mow lawns in our neighborhood. My friend mentioned that if we make $250 we have to pay taxes to the IRS. Is that true?
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The filing requirement amount for self employment income is $400. Since you've earned less than that there is no need to file.