Shuffling Songs probability question

In summary, the conversation discussed the probability of a specific favorite song being selected in the first 34 songs of a 354-song music library, assuming perfect randomization in a shuffle mode. The correct calculation for this probability is 34/354, which was determined by adding all the individual probabilities of selecting the favorite song at each specific shuffle count. Additionally, it was noted that a simpler method is to calculate the probability of the event not happening and subtracting it from 100%. However, this only applies if the songs are chosen at random from the whole set for each play.
  • #1
Kyuutoryuu
5
1
Hello. I have the following problem:

Let's say you have 354 songs in your entire music library. And let's say you started playing those songs, in shuffle mode, starting from the very first (random) song. Assuming perfect randomization, let's say you are now on the 34th random song in your shuffle. If you have one specific favorite song in your entire library, what is the probability that your specific favorite song is selected either as the 34th song or earlier?

I calculated the probability as follows:

(1/354) + (353/354)(1/353) + (353/354)(352/353)(1/352) + ... + (353/354)(352/353)(...)(325/326)(1/325)

Simplification of terms leads to (1/354) + (1/354) + (1/354) + ... + (1/354)

..which in turn leads to 34(1/354) = (34/354).Was this probability value calculated correctly?

(In case you're wondering, the method I used was to add all of the probabilities of selecting your favorite song at each specific shuffle count. Each grouping of parentheses represent each individual probability, and the third grouping, for example, was the probability that the favorite song did not come up on either of the first two songs but did come up on the third song).
 
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  • #2
The probability that it has not been selected is (353/354)(352/353)...(320/321)=(320/354) which gives the same result you got.

I believe it is clearer this way.
 
  • #3
Usually these kind of problems are solved by calculating the probability of the event not happening and then subtracting this number from 100%.
 
  • #4
The calculation is correct, but as you can guess from the result, it is way too complicated.

The probability that your song is in one of the first 34 places of 354, for a perfectly random distribution, is 34/354.
 
  • #5
This assumes that a shuffle is choosing one of the 354! orderings at random (analogous to shuffling a pack of cards) when mfb's comments are obviously the way to do it. The remarks about calculating the probability of not happening apply when the songs are chosen at random from the whole set for each play when the probability is [itex]1-(1-\frac{1}{354})^{34}[/itex] which is only approximately [itex]\frac{34}{354}[/itex].
 

Related to Shuffling Songs probability question

1. What is the probability of hearing the same song twice in a row when shuffling songs?

Assuming the shuffling algorithm is truly random and the playlist contains n unique songs, the probability of hearing the same song twice in a row is 1/n.

2. Is there a way to increase the chances of hearing a specific song when shuffling?

No, the shuffling algorithm is designed to be random and unbiased, so there is no way to increase the chances of hearing a specific song when shuffling.

3. Can the probability of hearing a specific song be calculated when shuffling songs?

No, the probability of hearing a specific song cannot be calculated as it depends on the number of unique songs in the playlist and the randomness of the shuffling algorithm.

4. Why do some songs seem to play more frequently than others when shuffling songs?

This could be due to the randomness of the shuffling algorithm, which can sometimes result in certain songs being played more frequently than others. It could also be a result of the user's perception or memory bias.

5. Is there a way to make the shuffling algorithm more fair and unbiased?

Yes, there are algorithms that use a mix of randomness and user input to create a more balanced shuffling experience. However, these algorithms may not be available on all music streaming platforms.

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