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Is Spotify shuffle fake?

As observed by LifeHacker, Spotify doesn't shuffle your songs entirely at random. Rather, it uses an algorithm to “blend” certain genres or songs together. Spotify tries to avoid shuffling songs that sound too dissimilar from each other.
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Is Spotify shuffle true?

It's not just you: Spotify shuffle isn't random at all.

Sometimes, it's nice to kick back, relax, and let probability take over. However, if you often shuffle on Spotify, you might pick up on something odd. Spotify shuffles don't feel totally random. In fact, they seem more curated than anything.
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Is Spotify shuffle biased?

Spotify shuffles don't feel totally random. In fact, they seem more curated than anything. Rather than hearing a mix of songs, you might hear similar ones, if not the same ones, over and over.
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Why is Spotify shuffle not random?

The algorithm also shuffles the songs by the same artist among each other. This is to prevent songs from the same albums from playing too closely together. Artists that only appear once in the playlist have a “random offset” to prevent them from always being at the top of the list. That's it!
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Is Spotify shuffle really random reddit?

As many would have noticed, shuffle mode is not 100% random, as it depends on the popularity of the song, your last listens...
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The Spotify Shuffle Button is a Lie

Is Spotify shuffle 100% random?

As observed by LifeHacker, Spotify doesn't shuffle your songs entirely at random. Rather, it uses an algorithm to “blend” certain genres or songs together. Spotify tries to avoid shuffling songs that sound too dissimilar from each other.
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Why is Spotify playing random songs when I shuffle my playlist?

Your Autoplay being enabled could be why random songs are added to your playlist on Spotify. This feature might be turned on by default, or you might have turned it on by mistake.
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Is shuffle completely random?

When you turn on shuffle the first time, the songs will keep playing in the same order, over and over, unless you choose to reshuffle them. This is because shuffle puts your songs in a specific order that won't change unless you tell it to. You're welcome.
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Why does Spotify shuffle suck?

When your Spotify Premium subscription has just expired, you might encounter the “Spotify shuffle sucks” error because the application will require a refresh to migrate your subscription back to Standard. In this case, you just need to log out and then log in to the program again.
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Why do I hear the same songs on shuffle Spotify?

Limited library: If you have a limited library of songs in your playlist or library, there may not be enough songs to shuffle through. This can result in the same songs being played repeatedly.
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What is true shuffle?

TrueShuffle is a completely front-end based web application that interacts with the Spotify API to bring truly unbiased music shuffling to Spotify.
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How do you get real shuffle on Spotify?

Shuffle play
  1. Go to the Now Playing bar at the bottom of the screen or open any of your playlists. Note: On tablet, tap the album artwork in the side menu.
  2. Look for the Shuffle symbol and tap it.
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How does Spotify shuffle algorithm work?

Shuffle your playlist, then turn the shuffle button off. Shuffle again, and repeat. This way, the Spotify shuffle algorithm will learn that you want something different and switch it up. If you don't, it will presume you're happy with the same songs being prioritised – which of course, you might be.
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What is the popular algorithm on Spotify?

In short, the Spotify popularity index is calculated by: Total streams of a song. How recently a song has been played. The frequency that a track has been played.
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What is a false shuffle called?

A full-deck false shuffle is a type of false shuffle, also known as a blind shuffle, that is, it's a shuffle which is not genuine.
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What are the odds of a perfect shuffle?

If you truly randomise the deck, the chances of the cards ending up in perfect order - spades, then hearts, diamonds and clubs - are around 1 in 10 to the power 68 (or 1 followed by 68 zeros). That's a huge number, roughly equal to the number of atoms in our galaxy. Yet card players report it happening.
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Why does Spotify never play the song I want?

The Spotify app may have frozen or had a random glitch. The quickest solution to try is to close and then reopen Spotify. If you're using Spotify on the desktop, select File > Quit Spotify. In the Spotify mobile app, close and reopen the app.
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Why is Spotify playing random songs that are not in my playlist?

The Autoplay feature is the main reason behind the Spotify playing songs not on my playlist issue. This feature starts playing random songs on Spotify when your album or playlist on Spotify reaches the end. Another reason that can cause the issue you're having is when your Spotify app becomes outdated.
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How do I turn off smart shuffle on Spotify?

Hey there! You can turn Smart Shuffle off. Just tap the Shuffle button one time, and you will go back to regular play.
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What is Smart Shuffle Spotify?

Today at Stream On, we announced Spotify's new play mode: Smart Shuffle. This new experience keeps listening sessions fresh with personalized recommendations that perfectly match the vibe of an original playlist.
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Is Spotify top 100 accurate?

Although it's possible that, just like Apple Music, Spotify Wrapped only counts online streams of songs and doesn't track offline streams of songs. In other words, a portion of your listening habits could be missing. That being said, for the most part, your results should be pretty accurate.
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What is the new Spotify shuffle?

It's 2022 and Spotify is adding the most basic of functions to its iOS and Android apps: dedicated play and shuffle buttons on playlists and album pages. Until now, tapping the button on most playlists started playback with shuffle mode enabled. To play tracks in order, you'd need to tap an individual song.
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Why shuffle is false for validation?

Save this answer. Show activity on this post. In your case, the problem with setting the shuffle=True is that if you shuffle on your validation set, the results will be chaotic. It happens that the prediction is correct but compared to wrong indices can lead to misleading results, just like it happened in your case.
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Why is shuffle so expensive?

Spark shuffle is an expensive operation as it moves the data between executors that might reside in different worker nodes. It involves Disk I/O, data serialization, deserialization & Network I/O. In Spark DAG, shuffle is denoted with exchange.
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