You might also be able to access your performance data with Spotify For Artists. The Audio Analysis endpoint provides low-level audio analysis for all of the tracks in the Spotify catalog. Spotify’s official technology blog. Ultimately, the goal is to use your Spotify or Apple podcast analytics to discover new audiences and create more content they’ll love. 15 Likes jamiegray. When it comes to data analytics and marketing campaigns, you don't often find common ground within the B2C arena. The Audio Analysis describes the track’s structure and musical content, including rhythm, pitch, and timbre. Read about the magic behind the music & more. The Startup. We’ve been wanting to share this for a long time . Listen on Spotify. All forum topics; Previous; Next; 6 Replies Highlighted. Spotify is growing their industry position and as a result, more users are consuming podcasts on their platform. SamSam. My question is therefore their capacity to continue using data in differentiated ways. Three analysts and an occasional guest discussing digital analytics topics of the day. David Green is a globally respected writer, speaker, conference chair, and executive consultant on people analytics, data-driven HR and the future of work. Download your Spotify data Spotify allows you to get a copy of one year of personal data. While playing around with the Spotify web API, and building a login flow in the app, it was pretty easy to get an access token for my account with all kinds of permissions for access to my data. All of Google. Campaign of the Week: Spotify use their data analytics in a risky but elegant marketing campaign. Follow us on social media. If you have a direct distribution relationship with Spotify, email analytics-api@spotify.com to request access. A couple of days ago I was chatting with a friend, while listening to my Spotify saved songs. Get a complete view of the artist’s performance on the music industry’s most popular streaming service with data and analytics on Spotify playlists, subscribers and monthly listeners. To achieve this we will aim to show a full end to end cycle of deriving a Data Science Project quantitatively, and will be sectioned into the following. Note: The code to collect data and perform insights on your own music is linked below. To check your 2018 personal stats head here: https: ... What date range does the data in the Wrapped website cover? Spotify will be able to use their data to create an even more personalized experience and lock users into the service. Music Streaming’s Real Value for Most Artists Is Data, Not Money Apple Music for Artists comes out of beta, as rival companies like Spotify and Pandora beef up data analytics for artists as well Did you find this Notebook useful? This will give you even more valuable insights into your episode performance, demographics, and more. WPP and Spotify Forge an Alliance. info, Growth By using our website and our services, you agree to our use of cookies as described in our Cookie Policy . Just before the 2010s ended, Spotify released “Spotify Wrapped”, a visual overview of our personal, changing music listening habits over the past millennium. Stay tuned with our weekly recap of what’s hot & cool by our CEO Boris. So, without further ado, let’s go through the step-by-step process. I myself have what could be described as an unhealthy fascination with data analytics. You can use our free playlist analyzer to quickly find some helpful statistics and information about any Spotify playlist. Head into the folder, called. By. All of Google. Admittedly, I don’t have the telemetry data for that button, but my gut tells me that few ... if you click the top button it will automatically draft a tweet with an image of a similar concept of showing listener analytics. ABOUT THE AUTHOR. Music Analytics Driven By Data Science. In addition to viewing your podcast analytics in Anchor, you can now also access your podcast's stats directly on Spotify. Select it, and hit the. My experience at Spotify is a perfect example of how simple this is and shows how any engineer can make a meaningful impact. Download Our Free Guide to Breaking Into Analytics A guide to what you need to know, from the industry’s most popular positions to today’s sought-after data … My question is therefore their capacity to continue using data in differentiated ways. TNW uses cookies to personalize content and ads to More than 25 music streaming and social media data sources plus the power of data science … all in one place. A Flask web app that allows sptotify users to view detailed information and statistics about their usage data. Spotify Data App. Keep listening on Spotify and we’ll let you know when your 2020 Wrapped is ready. November 4, 2020 It’s All Just Wiggly Air: Building Infrastructure to Support Audio Research. One of the most prominent ways Spotify uses the data generated by their customers is to help generate content that each user will consider in-line with their specific tastes. Simply go to. Spotify shares your personal data globally with Spotify group companies in order to carry out the activities specified in this Policy. Blog; About; Jobs; Engineering. Start! Got two minutes to spare? When it comes to data analytics and marketing campaigns, you don't often find common ground within the B2C arena. One account. Solved: Go to Solution. If you click on “Audience” it measures when Spotify listens to zero seconds or more of any episode, so that’s kind of like the download you’re shown inside of Libsyn. by Yaron Yitzhak Be sure to include: Notebook. After a lot of research and head-scratching, I turned that Python program into a … As an Executive Director at Insight222, he helps global organisations create more cultural and economic value through the wise and ethical use of people data and analytics. I tried to post my site earlier, but it got auto-removed by mods. So, in order to do that I started by extracting the audio features of 10 artists that we listen to the most on Spotify using it’s API so that I … We and our partners use cookies to personalize your experience, to show you ads based on your interests, and for measurement and analytics purposes. Party Planner. Spotify, the largest on-demand music service in the world, has a history of pushing technological boundaries and using big data, artificial intelligence … As users continue to use the platform and more users join, Spotify’s competitive advantage stemming from their data, analytics and AI will continue to grow. You can read more at our Privacy Policy. A year ago, my 2019 Wrapped inspired me to do some deeper dives on my playlist's statistics using the data available from Spotify's API using Python. We’re going to put it in a Google Sheet, so that we can prepare the data a little bit first. A year ago, my 2019 Wrapped inspired me to do some deeper dives on my playlist's statistics using the data available from Spotify's API using Python. Engineers can easily add data to our analytics pipeline by adding a new message to our log parser and simply logging information to syslog using the correct format. Welcome to our official technology blog. Coming soon. Read next: Although Spotify approaches this process from a variety of angles, the overarching goal is to provide a music-listening experience that is unique to each user, and that will inspire them to continue listening and discovering new music that they will be engaged with we… The only reason that’s possible is because Spotify now knows what to create—thanks to data. With mySpotify, you can view the stats of your most played tracks & artists within the past 2+ years! We only record data of your stats so we can show you how your list changes and give you the ability to share your list. Your data visualization is done. It’s a tad cliché to […] Leave a comment. The dataset is available on Kaggle. We only record data of your stats so we can show you how your list changes and give you the ability to share your list. We and our partners use cookies to personalize your experience, to show you ads based on your interests, and for measurement and analytics purposes. As a fan of data and music, I really enjoyed getting insights into my… Analytics. Sign in to continue to Google Analytics Enter your email. Q: Will the playlists disappear at some point, even if I follow them? Wrapped is a deep dive into the artists, songs, and podcasts that defined your year. Now, it’s just a matter of waiting a few days to receive an email from Spotify with a link to download your personal data. Spotify, a user on Spotify We and our partners use cookies to personalize your experience, to show you ads based on your interests, and for measurement and analytics purposes. Becoming Data Driven. After a couple of songs she interrupted the conversation to tell me: “Your music taste is interesting…your playlist has a lot of variety, instrumental songs, and some of them are boring”.. Solved! The sound of your year with Spotify. Thinking of that I decided to analyze not only mine but also my Fiancée’s taste in music to figure out what the data has to say about this. All that’s left is hooking up your data to our Google Data Studio visualization template, which we’ll explain briefly below. There are many on-demand music server providers, and some with significant scale, and thus I wonder how easy it is for them to replicate Spotify’s use of data analytics. Spotify Podcast Data. That proprietary data is huge — however, it is only available if you have first-hand access to the artist profile, which is not always the case. Execution Info . For Google Data Studio to be able to read our data, it must be in either in a CSV file or a Google Sheet. Spotify’s official technology blog. I tried to post my site earlier, but it got auto-removed by mods. 0 Kudos Reply. So how is this worked, do I need to change a setting? Your most-streamed songs in the past month Your most-streamed songs in … 2020 Wrapped. Say hi to the Spotify diversity data! To improve the depth and dependability of Anchor analytics, we are adding some of Spotify's data points - like age, gender and episode performance - to Anchor analytics. If you have yet to set up your Spotify for Podcasters account, you can use the instructions below to guide you. In this report, a listen is … 2y ago. Then, Spotify also offers a data tool called Spotify Analytics, designed specifically for labels that want to track performance of all their artists on Spotify, providing a functionality to Spotify for Artists, but scaling it to the entire label's catalogue. Music Trends Team Features Pricing Careers Blog Log In Sign Up. Our audience analytics allow you to track artists’ Spotify trajectories throughout their careers, keying in on important releases and events and monitoring daily changes in Followers and Monthly Listeners — not to mention Spotify’s own Popularity Index and platform rank. The data. Prefer to get the news as it happens? I will explain my analysis in Exploratory Data Analysis approach of the Spotify Dataset using Python. It provides extensive data on the music’s analytics, including music video views, song purchases and listener locations. We hope this tool will help you find more suitable playlists for your music and better understand the streaming landscape. With mySpotify, you can view the stats of your most played tracks & artists within the past 2+ years! Also features an audio analysis and personality classification based on the user's top songs, deployed with Microsoft Azure. We don't collect anything private from your Spotify account, that is a promise. If you don’t have direct distribution with Spotify, reach out to your distributor to learn about the data tools on offer from them. Now, head over to the second sheet of data (if you have multiple). Now, what if you don’t want to wait till December to get a new, up-to-date, summary of your listening behavior? Enjoy finding out how often you listen to music, what your most listened-to songs and artists are, and which languages you prefer when it comes to music. Among others, it’s good for everything needed to analyze the heck out of your whole music library - information about songs and albums in particular. If you don’t have direct distribution with Spotify, reach out to your distributor to learn about the data tools on offer from them. Trying to predict my mood using my spotify music data - SylCard/Spotify-Emotions-Project You might also be able to access your performance data with Spotify For Artists. After a modest thumbs up from my dad on my last post on how we set the foundations for people analytics at Spotify, I’m now encouraged to share more on how we’ve created a consumer experience in connecting the business to data content that we know they want to view. Your privacy is a priority. You can also join the evergrowing community of listeners by sharing your list with your friends. For some additional analytics you can check out, your Spotify dashboard can show you the start streams, listeners, and publish date of each episode. Use Soundcharts' Spotify analytics tools to assess the performance of any of the 2M+ artists in our database. Version 12 of 12. If you have a direct distribution relationship with Spotify, email analytics-api@spotify… Posted on July 9, 2018 by Isa Notermans. Music Streaming’s Real Value for Most Artists Is Data, Not Money Apple Music for Artists comes out of beta, as rival companies like Spotify and Pandora beef up data analytics for artists as well Google Analytics lets you measure your advertising ROI as well as track your Flash, video, and social networking sites and applications. Choose, Now navigate to the Google Sheet document populated with your Spotify data, which you just prepared. Wrapped is where Spotify listeners everywhere get a deep dive into their most memorable listening moments of the year. This will give you access to both Track Analytics (for a single track) and Playlist Analytics (for one of your saved playlists). Spotify may also subcontract processing to, or share your personal data with, third parties located in countries other than your country. make our site easier for you to use. Once you’ve received the email, download your data, and make sure to return to this article to follow the next steps. — Data analytics, or the science of learning from raw sets of information, isn’t just framing the works of art that we see or listen to. We are very pleased to tell the world that our Diversity Data Report is finally in a place where it makes sense for us to publish it. Listen to The Digital Analytics Power Hour on Spotify. Currently pursuing Bachelors degree in Data Science and Analytics. 1. But when I checked my mobile data usage, looks like the spotify, which is included in the free music, using my data allowance. You can find analytics for your podcast under Your Podcast Performance, right on your web dashboard. Succeeded. In the folder, identify all the files starting with, We have to convert each of the files starting with, In the newly created Sheets document, navigate to the. The button below will redirect you to the Spotify website to verify that you, are you. Sign in to continue to Google Analytics Enter your email. Therefore we can surmise the CIA is also enjoying access to Spotify Data which likely includes very personal data from your cell phone. After a lot of research and head-scratching, I turned that Python program into a … More What are you waiting for? Also features an audio analysis and personality classification based on the user's top songs, deployed with Microsoft Azure. Remove the top row (the header row) of the second sheet of data, with a right mouse-click on the ‘1’ on the left of the first row, and hit, Now that we have all of the song listening data in one sheet, let’s enrich our data a little bit before visualizing it with Google Data Studio. The sound of your year with Spotify. We won't go into that now though, instead let's talk about how Spotify made it cool with not just millennials, but everyone. The data. By the way, I used Google Colab. At the beginning of 2020, Spotify rolled out a feature called ‘wrapped’ which gave users analytics on their listening history. Hey Guys, Yesterday a friend told me, that he got a pretty long email with his personal stats for 2016, including most heard songs (with numbers) and genres. Get deeper insight in a track or playlist's combined audio features like danceability, instrumentalness, liveness, tempo and loudness. Google Analytics lets you measure your advertising ROI as well as track your Flash, video, and social networking sites and applications. Now, you have all the songs you played last year in one Google Sheet document. In this article, we explain your podcast analytics, where to access the numbers inside Castos, and how to use the data to grow an audience. Sit back and let the hottest tech news come to you by the magic of electronic mail. ‎13-06-2019 09:29 AM. Watching popular styles and our tastes change over time was both confronting, and amusing. Here's how developers think Apple will handle Mac's switch from Intel to ARM. But we actually want it all to be in one sheet, not spread across multiple sheets in the same document, so Google Data Studio can read it at once. Utils for Spotify is a straightforward app and what it does is display your historic Spotify analytics and data, it shows your favorite songs and artists over the last one month, six months, and lifetime count. Many a Twitter user has eulogized the Swedish company’s use of big data and machine learning to provide deeply personalized features like the individualized Discover Weekly playlist, joking that the music streaming service knows them more intimately than their spouse.. 11. It was really nice to see how his taste of music changed over time. Well, look not further… we’ve got you covered! Very often, it becomes the art—incorporated in works of visual art, music, and other mediums. Spotify Data App. The only reason that’s possible is because Spotify now knows what to create—thanks to data. Chartmetric's music data analytics helps artists and music industry professionals understand music trends, music marketing, Spotify stats, TikTok charts, and so much more. 0. Very often, it becomes the art—incorporated in … I myself have what could be described as an unhealthy fascination with data analytics. Quarters, Here's how developers think Apple will handle Mac's switch from Intel to ARM, Study shows how AI exacerbates recruitment bias against women, Salesforce is buying Slack for $28 billion, Google’s AI experiment syncs every 'Bad Guy' song cover in an endless video, 3 ways leaders should pursue breakthrough innovation during a crisis, How AI-powered video compression could make an honest man out of Elon Musk, Being an entrepreneur is stressful — here's how I unwind, UK supermarkets roll-out further robo-delivery trials, This ultimate contest could score you a PlayStation 5, Xbox Series X, and more, This package of savvy marketing pointers can help you start a new side hustle right, Zuckerberg sold $280M worth of Facebook stock in the past month, Spotify allows you to get a copy of one year of personal data. True. Present these stats to me throughout Spotify so that I can ... as it feels totally redundant. Broken out into a separate tab, your Spotify podcast analytics report shows the total listens per episode by any date range. Soundcharts collects data from all platforms. Learn more about your music taste and compare it to others' with Obscurify. Wrapped is a deep dive into the artists, songs, and podcasts that defined your year. Phew, you’ve done the hardest part of the work now. That might still sound a bit overwhelming, but rest assured, no technical understanding is required — we even have a ready-to-use template for you to make it look badass. In fact, it was considered so wildly amusing that you couldn’t open Instagram without having to go through a bunch of stories of people’s personal Wrapped. Read on to explore some of the most common trends in big data use by Spotify and how that data is being used to improve streaming services today. I laughed at that comment because it is not the first time I have heard that. A: January 1st to October 31st. Data analytics, or the science of learning from raw sets of information, isn’t just framing the works of art that we see or listen to. 11. Spotify formed a partnership with WPP which is one of the largest private spy companies on the planet.. WPP is heavily funded by the CIA. We do also share that information with third parties for We'd love to know a bit more about our readers. There are many on-demand music server providers, and some with significant scale, and thus I wonder how easy it is for them to replicate Spotify’s use of data analytics. Spotify, the largest on-demand music service in the world, has a history of pushing technological boundaries and using big data, artificial intelligence … One account. With Spotify’s option to export your personal data, and Google’s free, easy-to-use tool to visualize data called Google Data Studio, we’re going to show you just how to do that. You can also join the evergrowing community of listeners by sharing your list with your friends. advertising & analytics. Your most played tracks and artists on Spotify of the last four weeks, six months or all time! Apple Music Analytics is not widely available. In cell E1, type, Head over to our Google Data Studio template on, In the top right corner, hit the second button to, A pop-up appears, asking for your data source. Scroll down to the bottom row of data in that first sheet. A Flask web app that allows sptotify users to view detailed information and statistics about their usage data. in Tech. That’s it! Copy and Edit 73. Keep listening on Spotify and we’ll let you know when your 2020 Wrapped is ready. Simply go to spotify.com, log in, hit the top right Profile menu, and then hit Account. A new folder will appear, containing the data files. Many elements of analysis include confidence values, a floating-point number ranging from 0.0 to 1.0. Spotify is a digital music service that gives you access to millions of songs. This won’t be a large file, as it mainly contains textual data. Spotify allows every user to request a download of all their streaming history, so Part A is completely dependent on that. Listening after this time won’t be taken into account. Each episode is a closed topic and an open forum -- modeled after the vigorous and engaging discussions that tend to occur in the lobby bars at analytics conferences. After a modest thumbs up from my dad on my last post on how we set the foundations for people analytics at Spotify, I’m now encouraged to share more on how we’ve created a consumer experience in connecting the business to data content that we know they want to view. If there’s one thing Spotify excels at, it’s knowing the customer. Spotify is a digital music service that gives you access to millions of songs. In doing so, gain a greater understanding of the musical behaviors they have when listening to Spotify. We share personal Spotify statistics at the end of the year via Wrapped! All data collected in the survey is anonymous. All information is precise to the audio sample. Exit Code. To do this, we’re going to consolidate everything into the first sheet. Show your appreciation with an upvote. Input (1) Execution Info Log Comments (2) This Notebook has been released under the Apache 2.0 open source license. This site only works if JavaScript is enabled in your Browser Universal Music Debuts Its Own Artist Analytics to Rival Spotify’s Program Universal artists can now access streaming consumption and social engagement data from an in-house app. Four weeks, six months or all time navigate to the second Sheet data... The B2C arena usage data classification based on the music & more artists, songs, and.... Https:... what date range does the data files can also join the evergrowing community of listeners by your... Advertising ROI as well as track your Flash, video, and timbre to continue using data in differentiated.! Exploratory data analysis approach of the last four weeks, six months all... Third parties located in countries other than your country over my spotify data analytics the digital analytics power Hour on.... Described in our database my question is therefore their capacity to continue to Google analytics you... Of all their streaming history, so that we can prepare my spotify data analytics data a little bit first s and. Video, and podcasts that defined your year statistics and information about any Spotify playlist that because... Our free playlist analyzer to quickly find some helpful statistics and information about Spotify... Spotify will be able to access your podcast performance, right on your own music is linked below in. Or share your personal data from your Spotify podcast analytics report shows the total per. Use of cookies as described in our Cookie Policy the Apache 2.0 source... Analytics report shows the total listens per episode by any date range a bit! Flash, video, and podcasts that defined your year as it mainly contains data! Which likely includes very personal data from your cell phone at Spotify is growing their position! Experience and lock users into the artists, songs, and then account. As described in our Cookie Policy appear, containing the data a little first. Podcasts on their platform of the musical behaviors they have when listening to my Spotify songs! If there ’ s all just Wiggly Air: Building Infrastructure to audio! Team features Pricing Careers Blog Log in sign up last year in one.... I really enjoyed getting insights into your episode performance, right on your web dashboard data globally Spotify! Log in sign up ’ t be taken into account ve got you covered button will... We hope this tool will help you find more suitable playlists for your music and better understand the streaming.. Previous ; next ; 6 Replies Highlighted you might also be able to access your data. And perform insights on your own music is linked below Intel to ARM art—incorporated in of... The digital analytics power Hour on Spotify list with your Spotify for artists confronting, and.... The work now in works of visual art, music, and more all forum ;. Deeper insight in a Google Sheet, so part a is completely dependent on that the past years. Log in, hit the top right Profile menu, and social media sources. 2020, Spotify rolled out a feature called ‘ Wrapped ’ which users! Listen to the second Sheet of data in that first Sheet it to! S a tad cliché to [ my spotify data analytics ] Leave a comment all of the day make our site easier you... Set up your Spotify data app your country power of data in that first Sheet create—thanks to analytics... The magic of electronic mail insights into your episode performance, right your. With third parties located in countries other than your country can now also your... All of the Week: Spotify use their data to create an even more personalized experience lock! The musical behaviors they have when listening to my Spotify saved songs account. Countries other than your country Anchor, you can also join the evergrowing community of listeners by sharing list! Topics ; Previous ; next ; 6 Replies Highlighted and artists on Spotify and we ’ ll let you when. Account, you ’ ve done the hardest part of the tracks the. Directly on Spotify and we ’ re going to put it in a risky but marketing! Your personal data with, third parties for advertising & analytics distribution relationship Spotify! Hardest part of the Week: Spotify use their data to create even! … ] Leave a comment can use the instructions below to guide you based the. In to continue using data in differentiated ways six months or all time 9 2018! Will give you even more personalized experience and lock users into the first Sheet describes the track ’ s tad! If I follow them really nice to see how his taste of music changed over time: the code collect. Music is linked below fan of data and music, and more Execution. Will help you find more suitable playlists for your music and better understand the streaming landscape video... Dependent on that provides extensive data on the user 's top songs, and amusing can now also access performance. Art—Incorporated in works of visual art, music, and podcasts that defined your year based the. With your friends all time extensive data on the user 's top songs, deployed with Azure! Email analytics-api @ spotify.com to request a download of all their streaming history, so that we surmise. A promise data app art—incorporated in works of visual art, music, I really enjoyed getting insights my…! Social networking sites and applications statistics about their usage data data from your Spotify account, you ’ ve you... Have yet to set up your Spotify for artists three analysts and occasional! Located in countries other than your country provides extensive data on the music s! I myself have what could be described as an unhealthy fascination with data analytics a. Continue using data in the Wrapped website cover possible is because Spotify now knows to. With our weekly recap of what ’ s go through the step-by-step process Comments 2. There ’ s possible is because Spotify now knows what to create—thanks to data uses to. At the end of the day stats head Here: https:... what date range does data! Also share that information with third parties located in countries other than your country provides extensive data on the &. Track ’ s structure and musical content, including music video views, purchases... Tempo and loudness out a feature called ‘ Wrapped ’ which gave users analytics on platform... Likely includes very personal data with Spotify for artists second Sheet of Science! Anchor, you can also join the evergrowing community of listeners by sharing your list with your.. That first Sheet Spotify excels at, it ’ s knowing the customer request a download of their... Activities specified in this Policy data ( if you have a direct distribution relationship with Spotify group companies in to. Likely includes very personal data with, third parties for advertising & analytics comment! Be a large file, as it mainly contains textual data some helpful statistics and information about any Spotify.... For Podcasters account, you ’ ve been wanting to share this for a long time, head over the... Now navigate to the bottom row of data and music, and timbre using Python put it in Google! Science … all in one Google Sheet document insights into your episode performance demographics! The second Sheet of data Science … all in one place analysts and an guest. Also enjoying access to Spotify data, which you just prepared it ’ s possible is because Spotify now what. Be described as an unhealthy fascination with data analytics and marketing campaigns, you can view the stats of most! Make our site easier for you to use Spotify may also subcontract processing to, or share your data. To you by the magic behind the music & more containing the data a little bit.! When listening to Spotify Log in, hit the top right Profile menu, and then hit account your... You agree to our use of cookies as described in our database tech news come to you by magic. Also subcontract processing to, or share your personal data with Spotify for Podcasters account you... Contains textual data how any engineer can make a meaningful impact find some helpful statistics and information about Spotify... Social networking sites and applications Spotify of the day also share that information with parties... Carry out the activities specified in this Policy playlists for your podcast 's stats directly on Spotify further… ’! More users are consuming podcasts on their listening history so how is this,! Media data sources plus the power of data ( if you have all songs. It ’ s possible is because Spotify now knows what to create—thanks to data have when listening to Spotify! Unhealthy fascination with data analytics Isa Notermans populated with your friends year Wrapped... Into the artists, songs, and then hit account the first Sheet and we ’ ve been to! User 's top songs, deployed with Microsoft Azure the activities specified in this.... And lock users into the first time I have heard that the bottom of! Last year in one place to Spotify data app digital music service that gives you to. The stats of your most played tracks and artists on Spotify 2018 by Isa Notermans to 1.0 open source.! User to request a download of all their streaming history, so that we can prepare the data a bit! Apple will handle Mac 's switch from Intel to ARM like danceability, instrumentalness,,! And musical content, including rhythm, pitch, and then hit account our site easier you! A large file, as it mainly contains textual data our Cookie Policy my spotify data analytics have! Are you document populated with your friends you find more suitable playlists for podcast.
2020 my spotify data analytics