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At the first faculty meeting of the school year, Mifflin Middle School gives away prizes. This year, Mrs. Ramirez won a big basket of markers in assorted colors. She randomly picks one from the basket, notes its color, then puts it back. She does this $15$ times and finds that she has picked $4$ green, $3$ pink, and $8$ blue markers.$\newline$Based on the data, what is the probability of choosing a blue marker?$\newline$Write your answer as a fraction or whole number.