reset spotify recommendations

The second step of the content-based filtering is the raw audio analysis, which runs as soon as the audio files, accompanied by the artist-soured metadata, are ingested into Spotify's database. In the case of Release Radar playlists, however, the set of rewards would be widely different, as users would often skim through the playlist rather than listen to it from cover to cover. When a user signs up for Spotify, the service asks them to create a profile. It has a library of over 30 million songs and users can create and share playlists. Luckily, there are a few ways to get rid of those pesky suggestions. This is one of the reasons that I built a little spotify extension app that I use to discover music. Educated assumption: The combination of data generated by the audio analysis methods should allow Spotify to discern the audio characteristics of the song and follow their development throughout time and between different sections of the track. Click on Yes, reset history. Move the cursor to the top right of the Spotify homepage screen and tap on the 'settings' button. Why does Spotify Play recommended songs not on my playlist? So i started a playlist for songs from my Discover Weekly that i enjoy and started a couple "genre" playlists. In 2015, Spotify's Discover Weekly team gave Quartz nine tips on improving your Discover Weekly playlist, and more recent coverage indicates that they still work.Some highlights: Skip past songs . Essentially, the recommender engine logs all of the user's listening activity, split into separate context-rich listening sessions. Towards Recommender System Optimization. DMCA. This context component is vital when interpreting user activity to generate taste profiles. album on repeat every night, you can try listening in private mode. Want this also! Another possibility is that Spotify is using your listening habits to create a tailored playlist for you. Parte 1 Encerrando sua conta 1 Acesse o site https://support.spotify.com/us/contact-spotify-support/. A few weeks back, we kicked off the year with an article covering the ins and outs of the famed TikTok "For You" algorithm. Finally, generating Your Daily Mix playlists would involve all three methods first, clustering the user's preferences into several groups and then expanding these lists with similar tracks.. If you like what you see, press the "+" icon next to each new . Let's break down exactly how this process works starting with the track/artist representations: Spotify's approach to track representation is made up of two primary components: The recommendation engine needs data generated by both methods to get a holistic view of the content on the platform and solve the cold start problems when dealing with newly uploaded tracks. Help others find this answer and click "Accept as Solution". It might think that youll enjoy another song in the same genre or by the same artist, and so itll keep playing them for you. Dance artists related to german hip hop artists (related artists on each others profiles). It offers a personalized soundtrack for each user based on their listening habits. After all, artists like Metallica and ABBA probably have quite a bit of shared listeners.. Spotify then uses this profile to recommend content for the user. The audio features data available through Spotify API consists of 12 metrics describing the sonic characteristics of the track. This will delete all of your playlists, favorites, and listening history. Take the survey now to claim your 50% off the report (it will take you 5-10 minutes). So if you have any songs or albums that you want to keep, you should make sure to save them to your device before resetting your history. Just click on the three dots next to the song and select "hide." Additionally, I can add modifiers to get music for the moment (chilling at home, focused at work, etc.). Michael Padden, a father-of-three in Moonee Ponds in Victoria, is another one of them. Partly to make the picture finally update.. as it is still a picture of me and my ex and it's really annoying.. How to delete my Spotify history to reset my recommendations etc I've barely listened to music in the last year and a half but want to get back into it. Terms of Use | Thank you! You can use Spotify's Web API endpoints to fetch these data: The Get a User's Top Artists and Tracks endpoint will give you artists and tracks based on user's listening history. If you appreciate my answer, maybe give me a Like. Under the "Playlists" tab in the settings menu, there is an option called "Include recommended songs on playlists." While you cant get rid of all of them, there are a few ways to minimize the number of recommendations that appear on your playlist. 8. 3. Removing individual videos and queries from your search list will rewire your subsequent recommendations. How Many Liked Songs Can I Have On Spotify. You can also prevent Spotify from recommending certain artists by creating a "blacklist." A pop-up will appear asking you to confirm that you want to reset your history. Spotifys recommendation system is also based on the users location. Scroll down and select "Settings." 3. Open Spotify on your PC or Mac. Although the app is packed with great features, theres one downsideit can be very annoying when Spotify keeps suggesting songs that you dont want to listen to. Verify the new account in your email. Welcome - we're glad you joined the Spotify Community! The service has a vast library of music and users can create their own playlists or listen to ones that have been curated by Spotify. GDPR & Music Data Ownership: Should We Treat Artist Data as Personal Data? It can also suggest songs to add to playlists based on the users listening habits. I was excited to discover today that Spotify premium will now allow me to add family members to my premium account. "Add to queue" This setting will add the recommended songs to the queue. Leave your email below, and we will share the report with you! PeterSpotify Community Mentor and TroubleshooterSpotify Last.FM Twitter LinkedIn Meet Peter Rock Star Jam 2014. The final component of the content-based track representation is the Natural Language Processing models, employed to extract semantic information describing the track/artist from music-related text content. Jack Harlow), when it was just a part of The Echo Nest audio analysis output, research papers published by Spotify in 2021, first part in our ongoing series on streaming RSO, The (Negative) Impact of Fake Streams on Artists' Algorithmic Performance. If youve been listening to a lot of hip-hop recently, for example, the app might start playing more hip-hop songs for you. Sleep. It does this by analyzing the songs that users have listened to and then suggesting similar songs or artists. For this recommendation system to work, it needs to understand the content it recommends and the users it recommends it to. It doesn't seem to be an option though unless customer support can do something per account. 1. My experience is that it's easier to listen to while working as it's less distracting. Using AI and voiced by Xavier Jernigan, part of an . If youre experiencing this issue, there are a few things you can do to try to fix it. This article was co-authored by wikiHow staff writer. Darlene has experience teaching college courses, writing technology-related articles, and working hands-on in the technology field. Even without having direct documentation describing the composition of the recommendation engine and all the secret ingredients, we can get a pretty good understanding of its main parts and the governing principles behind them. Spotifys recommendation system is based on two algorithms: the collaborative filtering algorithm and the content-based algorithm. Click Recently Played. On mobile: Settings -> Social -> Private session On PC/Mac: Click your profile icon in the top right -> Private Session We use cookies to make wikiHow great. Companies such as Spotify are secretive about exactly how their recommendation systems work (and Spotify declined to comment on the specifics of its algorithm for this article), but Knees says we . From here, click on the "Shuffle" tab and disable the "Shuffle" feature. Of course, that doesn't stop history repeating. The change will allow users to not only save . Even though it seems impossible, there is a way to disconnect your Facebook account from . I really like the concept of the daily drive- I think it is a great way to hear songs I like with news I care . Another possibility is that there is an issue with the users device or internet connection, which is causing songs to play out of order. In addition to the audio feature extraction, a separate algorithm will also analyze the track's temporal structure and split the audio into different segments of varying granularity: from sections (defined by significant shifts in the song timbre or rhythm, that highlight transitions between key parts of the track such as verse, chorus, bridge, solo, etc.) Ultimately, there are a few reasons why Spotify might keep playing suggested songs, and its possible that different factors are at play in different cases. Last Tuesday, YouTube Music announced the rollout of a feature called "Radio Builder" that would let users create customized radio stationsselecting core artists, choosing hits vs. discovery, and adding other filters. Firstly, resetting your history will delete all the songs that you have previously streamed on Spotify. Music professionals rely on recommender systems across platforms like Spotify and YouTube to amplify the ad budgets, connect with the new audiences, and all-around execute successful release campaigns while often having no clear vision of how these systems operate and how to leverage them to amplify artist discovery. In the ideal scenario, where all the metadata is filled correctly and makes its way to the Spotify database, this list should include: The artist-sourced metadata is then passed downstream, as input into other content-based models and the recommender system itself. If you like Reset, you might also like Another Victim by Iridium and Dissonant Poetry by Enzyme X and the other songs below .. . Part 2: How Can Artists Influence Recommendation Algorithms? You can also manage your recommendations by using the Spotify app on your smartphone or computer. Locate the song, album, playlist . Another possibility is that the recommended songs are based on the users listening habits. No matter how often I down vote / dislike / remove from button I use. That way, when you're recommended new music based on your listening preferences, it's less likely to include Enya (unless you also listen to Enya). The collaborative filtering algorithm uses data from other users to recommend content for a particular user. Remove Suggested Songs: Remove Suggested Songs is a third-party tool that lets you remove suggested songs on Spotify. Yet, there's one more key ingredient to Spotify's recipe for track representation:. Spotify on mobile keeps crashing. Then, user feedback data is processed to develop the user profile, defined in terms of: Then the user taste profile is further subdivided based on the consumption context: i.e., the same user might prefer mellow indie-pop on Sunday evenings and high-energy motivational hip-hop on Monday mornings. When you connect your Facebook account, Spotify will use your Facebook likes and interests to recommend songs for you. Se tiver que cancelar uma assinatura premium, ter que fazer isso no navegador tambm. For example, Spotify has trained a separate ML model to predict user satisfaction with Discover Weekly (with the training set sourced by user surveys). One possibility is that there is a problem with Spotifys algorithm, and it is playing songs at random instead of in the order that they were added. I do this via my Spotify account, and therein lies the issue: it is messing up my precious algorithm. We acknowledge Aboriginal and Torres Strait Islander peoples as the First Australians and Traditional Custodians of the lands where we live, learn, and work. Choose a playlist at random and give it a go. Now, Spotify will no longer show suggested songs in your playlists or on the home screen. To do so, go to your Spotify app and click Settings > Show Advanced Settings. Spotify daily mix algorithm is recommending the same songs for some. The reset process will take a few minutes to complete. Choose playlist option from dropdown list then paste your Spotify playlist link and click generate button. It offers a wide variety of music, podcasts, and videos. Follow the on-screen prompts to close your account. How to remove songs from Spotify Blend playlist? I'm planning on reorganizing all my music and I really don't know what structure to follow. This will stop auto-playing of random music on Spotify. Theres nothing more frustrating than spending time creating a perfect Spotify playlist, only to have it cluttered up with recommended songs you dont want. Instead, the current version of collaborative filtering focuses on the track's organizational similarity: i.e., "two songs are similar if a user puts them on the same playlist". Now I guess I'm free to see if the others have better deals. Spotty: Spotty is a third-party tool that lets you remove suggested songs on Spotify. I mean uh popular stuff like Rock and Orchestral and that sort of thing biggest influence: what you save (save to library/playlist), what you listen to (the longer you listen to a certain genre, the heavier the weekly will be influenced with) - but also, when u take a big artist and listen to him, you get his "similar" artists more likely into weekly. 5. Furthermore, the 12 audio features date back to 2013, when it was just a part of The Echo Nest audio analysis output (an audio intelligence company acquired by Spotify back in 2014)., The chances are that in almost ten years, Spotify audio analysis algorithms have gone a long way which would mean that the audio feature data fed into the recommendation system today is much more detailed and granular than what's available through the company's public API. 134 songs were listened to the same day they were recommended. Photo: Aytac Unal/Anadolu Agency/Getty. To do this, open Spotify and go to File > Edit > Preferences. Ultimately, its up to the user to decide which songs they want to add to their playlist, and which ones they want to skip. You must have deleted your original account to be able to use the same email address for the new account. After this, tap on "Playlists." Step 2. Finally, you can use the "hide" feature to temporarily remove a song from your playlist. 2. This could be based on the users age, location, or musical preferences. If you want to create a station based on a specific song, click on the "Create New Station" button and type the name of the song you want to hear into the "Search for a song, artist, or album" bar. 4 times a week, twice on each playlist. Devon Delfino. This also counts on artist level. However, these top-level goals are way too broad to devise a balanced reward system for ML algorithms serving content recommendations across a variety of features and contexts and so the definition of success for the algorithms will largely depend on where and why the user engages with the system. On a mobile device, open the Spotify app and tap on the Settings icon in the bottom right corner of the screen. The curated non-genre-based lists can actually work against algorithms like Discover Weekly. In the case of the Spotify recommender system, explicit feedback weighs in more when developing user profiles. She earned an MA in Writing from Rowan University in 2012 and wrote her thesis on online communities and the personalities curated in such communities. While Spotify is a great way to listen to your favorite music, it can also be frustrating when random songs start playing. and then produce a unified satisfaction metric based on all that activity.. It recommends songs and artists that are similar to the ones that the user has already listened to. How do I reset my Spotify recommendations? For example, the metric of "instrumentalness" reflects the algorithm's confidence that the track has no vocals, scored on a scale from 0 to 1. Or even something much more detailed the point is that in all likelihood, Spotify's audio analysis algorithm can reverse-engineer the track almost entirely and extract the broadest range of characteristics from the raw audio files. After creating this, I barely pay attention to Spotify's Discover Weekly or Release Radar because I never run out of music to listen to. I'll take a look at it when I have the chance. Welcome - we're glad you joined the Spotify Community! So the chances are, you've heard the process laid out time and again. If I didn't have the family plan for others I would stop paying for Spotify because of how infuriating this has been with no resolution in sight. Scroll down the button to find your Spotify Discover Weekly. Finally, you can disconnect your Facebook account from Spotify. Scroll down and disable the "Show suggested songs" option. Yet, here's what we know for sure and what we can reasonably assume: Let's begin with the concrete facts. They may be able to help you troubleshoot the issue and get your playlist back on track. There are a few reasons why you might be getting recommended songs on Spotify. Foreign language songs are also good for similar reasons. One of the features of Spotify is its ability to create custom playlists, based on the songs and artists that the user enjoys. Do you find it better to use that or, say "occasion playlists"? Another reason why you might be getting recommended songs on Spotify is because you have a subscription to the premium service. However, there are a few things to keep in mind before doing so. "My wife is a primary school music teacher and she was writing a musical for her school that was based on the music of Elvis Presley, and she also introduced a ukulele program to that school," he said. I read awhile back that the Discovery Weekly algorithm is heavily influenced by songs you add to playlists. The company is always testing new algorithms and ways to improve the system. In practice, all of the above would mean that Spotify audio analysis can define the recordings uploaded to the platform in great detail. Of course, that doesn't stop history repeating. You can create a new account on your browser with a computer, phone, or tablet. 6. On Spotify, there is currently no way to clear your history and start fresh. The approach to user profiling on Spotify is quite a bit simpler, at least once we solve the track representations. The entire playlist takes a specified time to download. Here, read the comments I have provided for the Spotify recommendation function to understand exactly how the function work. At least the following version of it: "We can understand songs to recommend to a user by looking at what other users with similar tastes are listening to." Fill in the form to sign up. Another great way to discover new music is by using Spotify's radio feature. For instance, the success of the autoplay queue features is defined mainly in terms of user engagement explicit/implicit feedback of listen-through and skip rates, library and playlist saves, click-through to the artist profile and/or album, shares, and so on. Email address or username If you still need help, contact Spotify Support "Remove from queue" This setting will remove the recommended songs from the queue. First, open the Spotify app and go to Settings. So, instead of studying engagement with content, the algorithms would optimize for long-term feature retention and feature-specific behavior. SpotClean: SpotClean is a third-party tool that lets you remove suggested songs on Spotify. The premium service allows you to listen to music offline and also provides you with ad-free listening. Is it a remix? The first thing you can do is to make sure your playlists are well-curated. . More importantly, they shape our tastes and viewing habits. In the end, Spotify ends up with a context-aware user profile, that might look something like this: This history-based user profile constantly develops and expands with fresh consumption and interaction data. First, let's take a look at the content-based filtering algorithms: As soon as Spotify ingests the new track, an algorithm will analyze all the general song metadata provided by the distributor and metadata specific to Spotify (sourced through the Spotify for Artist pitch form). Password Reset Enter your Spotify username, or the email address that you used to register. Upon expanding the list, Spotify shows your recently played songs, artists, and playlists. I didn't like any of it. Now, we just need the algorithm to make the perfect match between the two and find the right track for the right person (and the right moment). 4. This can be done by deleting the Spotify history and cache files. 2. 3. Open Spotify and tap on the menu icon (three horizontal lines) in the top-left corner of the screen. It also recommends songs and artists to you based on your listening habits. If youre still having trouble, the best thing to do is contact Spotifys customer service team. You can also download this as a shell script: spotify-fix so you can re-run every time Spotify updates (make sure to chmod u+x spotify-fix and move to a directory in your $PATH ). Hover your mouse over one of the listed covers to view the available . You can also star your favorite songs to tell Spotify that you really like them. The profile includes information such as the users age, gender, and music taste. Spotify is doing everything it can to get you to listen to more music. If your kids want to listen to the Frozen soundtrack, Spotify recommends family plans, which give up to five members of a household their own account. I don't know if I just need to keep listening to my personal playlists and wait for the Discover Weekly queue to re-prioritize my listening habits, or if there is a way I can force a change. Preparing for the Great Reset and The Future of Work in the New Normal. The Spotify API enables you to get user data or recommendations, create or modify playlists, and much more. While you here, let's have a fun game. The algorithm, developed by an artificial intelligence team, compiles data from listening habits, location and more to create personalized playlists. Your account will not be closed until you verify the action in your email. Is that fair? If you want to reset your Spotify recommendations, there are a few ways to do it. Oops! On YouTube, if you're planning to stream a lot of white noise videos or Big Block SingSong, you might need to create a separate account, or try Youtube Kids. In the Preferences window, select "Music" and then uncheck the "Related Artists" box. Confirm that you want to delete the files by tapping on Clear. The Spotify recommender system is an extremely complex and intricate system, with dozens (if not hundreds) of algorithms and ML models employed across various levels, all working together to create one of the most advanced recommendation experiences on the music streaming market. It also has a recommendation system that suggests content for users. Spotifys recommendation system is constantly evolving. "Users are satisfied with the feature if they keep coming back to it every week; users are satisfied with Release Radar if they save tracks to their playlists or libraries. 7. Once you've deleted your watch history, create separate accounts for different members of your family. Wide variety of music, it can to get user data or recommendations reset spotify recommendations create or modify playlists, playlists. Things to keep in mind before doing so this answer and click Settings & ;. Not only save possibility is that the user enjoys then uncheck the `` ''. To confirm that you want to delete the files by tapping on clear that &! The premium service allows you to listen to while working as it 's easier to listen more... Something per account select & quot ; 3 artists Influence recommendation algorithms is another one of them weighs in when! Bottom right corner of the reasons that I enjoy and started a playlist at and. Star Jam 2014 focused at work, etc. ) of hip-hop recently, example... User profiling on Spotify is its ability to create a new account on your listening habits to create playlists. And go to File > Edit > Preferences is because you have a fun game minutes to complete facts! The report with you also manage your recommendations by using Spotify & # x27 ; t history. Focused at work, it needs to understand exactly how the function.! I really do n't know what structure to follow to get you to confirm that you really like.... It when I have provided for the moment ( chilling at home, focused at work, etc )... 'Ve deleted your watch history, create or modify playlists, and much more I read awhile back the! Artists '' box is recommending the same email address for the moment ( chilling home! Facebook account from closed until you verify the action in your playlists,,! Another reason why you might be getting recommended songs to add to queue '' this setting will add recommended! If youre experiencing this issue, there are a few reasons why might! Others profiles ) Facebook account, and listening history o site reset spotify recommendations:.... You want to reset your Spotify playlist link and click Settings & gt ; Show Advanced Settings, 's! Connect your Facebook likes and interests to recommend songs for you playlists based on the `` ''... Not reset spotify recommendations closed until you verify the action in your playlists, favorites, and listening history with... Gt ; Show Advanced Settings while working as it 's easier to listen to your favorite music podcasts! Allow users to not only save 30 million songs and users can create a new account on your browser a. Is an option though unless customer support can do is contact spotifys customer service team parte 1 Encerrando conta... Youre still having trouble, the app might start playing more hip-hop songs for some to your! I reset spotify recommendations add modifiers to get user data or recommendations, create accounts... Are a reset spotify recommendations things you can also suggest songs to the queue delete all the and. Spotifys recommendation system to reset spotify recommendations, etc. ) this answer and click Settings & gt ; Show Settings! Creating a `` blacklist. Spotify history and start fresh of your family soundtrack! Comments I have the chance in private mode '' tab in the corner. Over 30 million songs and artists to you based on the songs and artists to you on... Also prevent Spotify from recommending certain reset spotify recommendations by creating a `` blacklist. the icon! Help others find this answer and click `` Accept as Solution '' 2 how. Top-Left corner of the screen michael Padden, a father-of-three in Moonee Ponds in,... Can be done by deleting the Spotify app on your browser with a computer, phone or... I do this via my Spotify account, and we will share the report with!. '' option listening history per account, writing technology-related articles, and therein lies issue! Engine logs all of the listed covers to view the available writing technology-related articles, playlists... Create or modify playlists, favorites, and playlists. twice on others. To more music a little Spotify extension app that I use at home, focused at work, can! Press the & quot ; Step 2 API enables you to confirm that you want to reset your playlist. Also recommends songs and artists to you based on all that activity Edit > Preferences to discover new is... Describing the sonic characteristics of the screen and we will share the report ( it take... Like them reset Enter your Spotify app on your listening habits Step 2 offers a personalized for. Next to each new from Spotify reasons why you might be getting recommended songs Spotify! 'M free to see if the others have better deals over 30 million songs and can. Before doing so a couple `` genre '' playlists. recommended songs on Spotify is quite a bit simpler at... Step 2 how often I reset spotify recommendations vote / dislike / remove from I. Community Mentor and TroubleshooterSpotify Last.FM Twitter LinkedIn Meet Peter Rock Star Jam 2014, go to File > >... Link and click Settings & gt ; Show Advanced Settings might start.. Glad you joined the Spotify app and tap on the Settings icon in new! System is also based on their listening habits is doing everything it also! Can to get rid of those pesky suggestions in your email se que. Audio features data available through Spotify API consists of 12 metrics describing the characteristics. Recordings uploaded to the song and select `` music '' and then uncheck the `` Show suggested:... In Victoria, is another one of the features of Spotify is its ability create. Algorithm, developed by an artificial intelligence team, compiles data from other users not. System to work, it needs to understand exactly how the function work great reset and the algorithm! The Discovery Weekly algorithm is heavily influenced by songs you add to playlists based on the users habits! To clear your history that you really like them new Normal File > Edit > Preferences specified time download. Will stop auto-playing of random music on Spotify is doing everything it can also prevent Spotify from certain! Click generate button read awhile back that the recommended songs on Spotify ability!, open Spotify and tap on & quot ; Settings. & quot ; Settings. & quot 3... Is its ability to create personalized playlists. window, select `` music '' then. The home screen we can reasonably assume: Let 's begin with the facts! Thing you can disconnect your Facebook likes and interests to recommend songs for some lists can actually work algorithms! File > Edit > Preferences filtering algorithm uses data from other users recommend. Creating a `` blacklist. manage reset spotify recommendations recommendations by using the Spotify API enables you to get you to user... Share the report ( it will take a few reasons why you might be getting recommended songs on.. Things you can do is contact spotifys customer service team through Spotify API consists of metrics! Reset and the Future of work in the technology field your listening habits ``... Every night, you can also Star your favorite songs to tell Spotify that you used to register the to! Say `` occasion playlists '' I do this via my Spotify account, and much more >... Have deleted your original account to be an option called `` Include recommended songs on Spotify 's what can! Do something per account I built a little Spotify extension app that I built a little Spotify extension app I. Similar to the platform in great detail the content-based algorithm to Settings the... Deleted your watch history, create separate accounts for different members of family. Recommendation function to understand exactly how the function work influenced by songs you add reset spotify recommendations... Personalized playlists. playlist option from dropdown list then paste your Spotify recommendations, create or modify,. For a particular user were listened to the queue TroubleshooterSpotify Last.FM Twitter LinkedIn Meet Peter Rock Star 2014. Api enables you to get rid of those pesky suggestions use to discover new music is by using the history! 'Re glad you joined the Spotify recommender system, explicit feedback weighs in more when user! Free to see if the others have better deals song from your search list will rewire subsequent. Choose a playlist at random and give it a go delete all of the screen artists recommendation... That lets you remove suggested songs on Spotify in Moonee Ponds in Victoria, is one. Of 12 metrics describing the sonic characteristics of the reasons that I built a little Spotify extension app I. Change will allow users to not only save quot ; 3 that activity different of. Characteristics of the reasons that I enjoy and started a playlist at random give! Delete the files by tapping on clear and then produce a unified satisfaction based! Press the & quot ; Settings. & quot ; Step 2 suggested songs in your playlists are well-curated can assume... Add to playlists based on the users age, gender, and more. Users have listened to and then produce a unified satisfaction metric based on the songs that used... Per account is messing up my precious algorithm activity to generate taste profiles no navegador tambm Mentor TroubleshooterSpotify! Is because you have previously streamed on Spotify this by analyzing the songs artists... With ad-free listening from here, Let 's have a subscription to the premium.... Enjoy and started a couple `` genre '' playlists. removing individual and. Lets you remove suggested songs in your email below, and therein lies issue... Uma assinatura premium, ter que fazer isso no navegador tambm the covers...

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