Thanks, that was helpful.
Here are some follow-ups
2. But here, in data set: {3,5,7,8,9,11,13,15}, we can find 50th percentile = 9. Similarly, 25th = 7, and 75th = 13 and whichever percentile that satisfy the definition exactly, right?
Look at an answers explanation from 5lb book
(see question #25 at end of this post)
Notice in the 4rth line of the first paragraph in above picture: 151 is stated to be 0th and 1st percentile. But 1st percentile does not make sense according to the definition. Moreover, in the second paragraph, it is mentioned that if everyone gets 157 then it "corresponds to" all 100 percentile group.
How should I understand this?
Shouldn't then, following the same analogy, in data set {20,20,20...40 times, 80,80,80,80....60 times} the data 20 corresponds to all percentile from 0th to 39th percentile? hence, also to 32nd percentile? (refer to case 1st in the second image of original post)
Here is the question #25 from 5lb book
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Following is a new question
5. I've also read that median of a data set is 50th percentile. Also, the median of the first half of the data set is 25th percentile and of the second half is 75th percentile. Now, if we consider same data set as question #2 above: {3,5,7,8,9,11,13,15}, median =50th percentile = AVG(8,9) = 8.9. But we know that data 9 also fits in the definition of 50th percentile. So which one is correct if a question asks for 50th percentile in this set?