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Title & Speakers Event

PBIBRUM - April meetup with Lightning Talks & Juliana Smith

17:45 - Welcome & networking

18:00 - Introductions

18:05 - Lightning talks from:

Jason Conway: Power BI Goes Dating - Supercharge Date Filtering With 2 Simple Data Modelling Techniques

Meghana Karnati: A Fabric-ated Solution to a Seemingly Simple Request

Nick Cahm: From Keeping Score to Driving Change - Data Stories of an Accidental Analyst

18:55 - Break

19:10 - Juliana Smith: Implementing alternative accessible colours in Power BI reports

When designing visuals and reports, it’s extremely important to consider those who are not able to see the difference between certain colours. For those who are colour-blind, the ability to differentiate certain hues depends on the colour contrast ratio. Approximately 350 million people around the world experience some form of colour-blindness (inability to see the difference between certain colours).

Ideally, we should always try to use accessible colours when designing reports but often this is not possible due to existing branding guidelines and colour conventions like RAG (red, amber, green) used to report on performance and progress. The absence of easily accessible options for toggling between various themes and colour schemes in Power BI often results in reports that lack accessibility.

This session will touch base on built-in accessibility features on Power BI as well as WCAG regulations on the use of colours. I will also present a solution that enables the end-users toggling between standard and accessible views.

Optimising reports for people affected by vision impairment ensure equitable opportunities for all users. . Taking diversity, inclusion and equity into account when designing visualisations and reports is a good way to express care and concern for all colleagues and stakeholders. It increases trust, collaboration and even innovation.

20:00 - Finish

#PBIBRUM - April meetup with Lightning Talks & Juliana Smith

Create robust CI/CD pipelines for managing cloud infrastructure on Google Cloud with GitLab and Pulumi. The session will dive into GitLab’s enterprise collaboration and CI/CD pipelines, including automated security checks for infrastructure.

You will gain hands-on experience with secrets management and automated deployments, using ESC secrets for enhanced security. By the end, you’ll be equipped to streamline infrastructure and application delivery across teams, reducing complexity and risk while maximizing flexibility and control.

Speakers:

  • Tom Weston, Customer Success Architect, Pulumi
  • Regnard Raquedan, Sr. Partner Solutions Architect, GitLab
  • Jason Smith, Sr. Cloud Customer Engineer, Google

Join us to learn how to:

  • Create GitLab pipelines for your infrastructure as code on Google Cloud (GCP).
  • Use the GitLab security scanning and Pulumi provider to manage your GitLab resources.
  • Use Pulumi's Policy as Code and ESC (Environments, Secrets, and Config) to improve your organization's security posture.

Where: BigMarker at https://pulumip.us/GitLab-GCP-CICD Please register using the link above to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

From Code to Production with Pulumi, GitLab and Google Cloud

Create robust CI/CD pipelines for managing cloud infrastructure on Google Cloud with GitLab and Pulumi. The session will dive into GitLab’s enterprise collaboration and CI/CD pipelines, including automated security checks for infrastructure.

You will gain hands-on experience with secrets management and automated deployments, using ESC secrets for enhanced security. By the end, you’ll be equipped to streamline infrastructure and application delivery across teams, reducing complexity and risk while maximizing flexibility and control.

Speakers:

  • Tom Weston, Customer Success Architect, Pulumi
  • Regnard Raquedan, Sr. Partner Solutions Architect, GitLab
  • Jason Smith, Sr. Cloud Customer Engineer, Google

Join us to learn how to:

  • Create GitLab pipelines for your infrastructure as code on Google Cloud (GCP).
  • Use the GitLab security scanning and Pulumi provider to manage your GitLab resources.
  • Use Pulumi's Policy as Code and ESC (Environments, Secrets, and Config) to improve your organization's security posture.

Where: BigMarker at https://pulumip.us/GitLab-GCP-CICD Please register using the link above to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

From Code to Production with Pulumi, GitLab and Google Cloud

Create robust CI/CD pipelines for managing cloud infrastructure on Google Cloud with GitLab and Pulumi. The session will dive into GitLab’s enterprise collaboration and CI/CD pipelines, including automated security checks for infrastructure.

You will gain hands-on experience with secrets management and automated deployments, using ESC secrets for enhanced security. By the end, you’ll be equipped to streamline infrastructure and application delivery across teams, reducing complexity and risk while maximizing flexibility and control.

Speakers:

  • Tom Weston, Customer Success Architect, Pulumi
  • Regnard Raquedan, Sr. Partner Solutions Architect, GitLab
  • Jason Smith, Sr. Cloud Customer Engineer, Google

Join us to learn how to:

  • Create GitLab pipelines for your infrastructure as code on Google Cloud (GCP).
  • Use the GitLab security scanning and Pulumi provider to manage your GitLab resources.
  • Use Pulumi's Policy as Code and ESC (Environments, Secrets, and Config) to improve your organization's security posture.

Where: BigMarker at https://pulumip.us/GitLab-GCP-CICD Please register using the link above to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

From Code to Production with Pulumi, GitLab and Google Cloud

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python. We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs. Speakers:

  • Jason Smith, Sr Cloud Customer Engineer, Google
  • Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: BigMarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register using the link above to attend and receive the link to the example code and workshop recording.

Live Workshop: Streamlining AI/ML Workflows on GKE with Pulumi

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python. We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs. Speakers:

  • Jason Smith, Sr Cloud Customer Engineer, Google
  • Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: BigMarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register using the link above to attend and receive the link to the example code and workshop recording.

Live Workshop: Streamlining AI/ML Workflows on GKE with Pulumi

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python. We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs. Speakers:

  • Jason Smith, Sr Cloud Customer Engineer, Google
  • Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: BigMarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register using the link above to attend and receive the link to the example code and workshop recording.

Live Workshop: Streamlining AI/ML Workflows on GKE with Pulumi

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python.

We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs.

Speakers: Jason Smith, Sr Cloud Customer Engineer, Google Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: Bigmarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Streamlining AI/ML Workflows on GKE with Pulumi

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python.

We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs.

Speakers: Jason Smith, Sr Cloud Customer Engineer, Google Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: Bigmarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Streamlining AI/ML Workflows on GKE with Pulumi

One of the most popular ways to train and serve models is to do AI/ML on Kubernetes. Standing up a Kubernetes environment can be a challenge, but most engineers and data scientists know Python.

We will demonstrate how, with Pulumi, you can deploy a machine-learning platform on GKE and leverage the power of GPUs and CPUs.

Speakers: Jason Smith, Sr Cloud Customer Engineer, Google Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to deploy a machine learning platform on GKE
  • How to harness the computational power of GPUs and TPUs seamlessly within your AI/ML workflows

Where: Bigmarker at https://pulumip.us/AI-ML-Workflows-on-GKE Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Streamlining AI/ML Workflows on GKE with Pulumi

Developers who need to deploy their applications often find it tough to ship quickly, with many options for running containerized apps. Cloud Run helps abstract away the complexities of container services and orchestration so you can package and deploy apps while making it easy to scale to meet customer demand.

Speakers:

  • Jason Smith, Sr. Customer Engineer, Google Cloud
  • Monica Rodriguez, Sr. Product Manager, Pulumi

Join us to learn:

  • How to package your app as a Docker container
  • Defining resources in Google Cloud using Python with Pulumi
  • Running and scaling your application on Cloud Run

Where: https://pulumip.us/Serverless-apps-Google-Cloud-Run

Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Live Workshop - Getting Started with Serverless Apps with Google Cloud Run

Developers who need to deploy their applications often find it tough to ship quickly, with many options for running containerized apps. Cloud Run helps abstract away the complexities of container services and orchestration so you can package and deploy apps while making it easy to scale to meet customer demand.

Speakers:

  • Jason Smith, Sr. Customer Engineer, Google Cloud
  • Monica Rodriguez, Sr. Product Manager, Pulumi

Join us to learn:

  • How to package your app as a Docker container
  • Defining resources in Google Cloud using Python with Pulumi
  • Running and scaling your application on Cloud Run

Where: https://pulumip.us/Serverless-apps-Google-Cloud-Run

Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Live Workshop - Getting Started with Serverless Apps with Google Cloud Run

Developers who need to deploy their applications often find it tough to ship quickly, with many options for running containerized apps. Cloud Run helps abstract away the complexities of container services and orchestration so you can package and deploy apps while making it easy to scale to meet customer demand.

Speakers:

  • Jason Smith, Sr. Customer Engineer, Google Cloud
  • Monica Rodriguez, Sr. Product Manager, Pulumi

Join us to learn:

  • How to package your app as a Docker container
  • Defining resources in Google Cloud using Python with Pulumi
  • Running and scaling your application on Cloud Run

Where: https://pulumip.us/Serverless-apps-Google-Cloud-Run

Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Live Workshop - Getting Started with Serverless Apps with Google Cloud Run
Jason Smith – Customer Engineer @ Google Cloud , Josh Kodroff – Senior Solutions Architect @ Pulumi

In this live workshop, you will learn how to deploy a Kubernetes cluster on Google Cloud and run containerized applications on the cluster. We will guide you through the Pulumi platform with diagrams and a series of labs to help accelerate your cloud projects.

Kubernetes google cloud Pulumi
Live Workshop - Getting Started with Kubernetes on Google Cloud

In this live workshop, you will learn how to deploy a Kubernetes cluster on Google Cloud and run containerized applications on the cluster. We will guide you through the Pulumi platform with diagrams and a series of labs to help accelerate your cloud projects.

Speakers:

  • Jason Smith, Customer Engineer, Google Cloud
  • Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to use real programming languages to manage cloud resources in a declarative fashion.
  • How to manage Google Cloud and Kubernetes resources with Pulumi.
  • How Pulumi's provider ecosystem allows you to orchestrate all the resources your cloud-native workloads need with a single tool.

Where: https://pulumip.us/k8s-GoogleCloud Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Live Workshop - Getting Started with Kubernetes on Google Cloud

In this live workshop, you will learn how to deploy a Kubernetes cluster on Google Cloud and run containerized applications on the cluster. We will guide you through the Pulumi platform with diagrams and a series of labs to help accelerate your cloud projects.

Speakers:

  • Jason Smith, Customer Engineer, Google Cloud
  • Josh Kodroff, Senior Solutions Architect, Pulumi

Join us to learn:

  • How to use real programming languages to manage cloud resources in a declarative fashion.
  • How to manage Google Cloud and Kubernetes resources with Pulumi.
  • How Pulumi's provider ecosystem allows you to orchestrate all the resources your cloud-native workloads need with a single tool.

Where: https://pulumip.us/k8s-GoogleCloud Please register at the link above to be able to attend and receive the link to the example code and workshop recording. Join our other workshop here: https://pulumip.us/UpcomingWorkshops

Live Workshop - Getting Started with Kubernetes on Google Cloud
Jason Pohl – Sr. Director, Field Engineering @ Databricks , Caryl Yuhas – Global Practice Lead, Solutions Architect @ Databricks

Hear from two guests. First, Caryl Yuhas (Global Practice Lead, Solutions Architect, Databricks) on Machine Learning & LLMs. Second guest, Jason Pohl (Sr. Director, Field Engineering), discusses Delta Lake and data engineering. Hosted by Holly Smith (Sr Resident Solutions Architect, Databricks) and Jimmy Obeyeni (Strategic Account Executive, Databricks)

Connect with us: Website: https://databricks.com Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/databricks Instagram: https://www.instagram.com/databricksinc Facebook: https://www.facebook.com/databricksinc

AI/ML Data Engineering Data Lakehouse Databricks Delta LLM
Databricks DATA + AI Summit 2023
Event How Music Charts 2019-06-21
Martin Mills – guest @ Beggars Group , Jason Joven – host @ Chartmetric , Portia Sabin – Dr. @ Kill Rock Stars

HighlightsFollowing a panel including Beggars Group’s Martin Mills and Kill Rock Star’s Portia Sabin, we’re looking at artists on their rosters and asking, “What makes them two of indie music’s longest lasting labels?”  Mission    Good morning, it’s Jason here at Chartmetric with your 3-minute Data Dump where we upload charts, artists, and playlists into your brain so you can stay up on the latest in the music data world.DateThis is your Data Dump for Friday, June 21, 2019.A2IM Indie Week, Day 4Several Indie icons closed out A2IM’s Indie Week in New York City yesterday, two of them being the legendary Martin Mills and Dr. Portia Sabin sharing what’s helped them make Beggars Group and Kill Rock Stars, respectively, some of indie music’s longest lasting labels. Beggars Group is the parent company of 4AD, Rough Trade Records, Matador, XL Recordings and Young Turks.Mills started it in London in 1977, and his many labels have gone on to sign everyone from Adele to Radiohead.While Adele hasn’t released anything for some time, her 25 album, which released physically in November 2015 and digitally in June 2016 via a joint deal between XL Recordings and Sony’s Columbia, “single-handedly revived global album sales”, according to the Guardian.The album’s streaming success is no joke either, as it’s maintained a 70-80 Spotify Popularity Index score over the last three years, and has been included on upwards of 12.5K Spotify playlists.That kind of success under XL’s guidance gave Adele the leverage to be able to sign an enormous and unprecedented £90 million deal with Sony in May 2016.No doubt the industry will be keen to check her next album from one of the industry’s biggest major labels.Now entering the underground, since 2006, Sabin has run Pacific Northwest-based indie label Kill Rock Stars, which has been a home to riot grrrl legends Bikini Kill and Sleater-Kinney, the late singer-songwriter Elliott Smith, and folk rockers the Decemberists.Sabin’s roster is more niche than Mills’, but Kill Rock Stars’ ability to navigate catalog digitization and promotion has allowed their artists to prosper.Smith, for instance, maintains some 1.4M monthly listeners on Spotify, despite the fact that he passed away tragically in 2003. In March 2017, Kill Rock Stars released an expanded edition of his 1997 album Either/Or, which helped increase Smith’s Spotify followers by around 70 percent to 430K and spiked his monthly listenership by an estimated 250K. Whether by keen artist development or catalog revitalization, Beggars Group and Kill Rock Stars have each found a way to not only survive longer than most indie labels, but to also thrive while doing so.OutroThat’s it for Indie Week and your Daily Data Dump for Friday, June 21, 2019. This is Jason from Chartmetric.Free accounts are at chartmetric.comAnd article links and show notes are at: podcast.chartmetric.comHappy Friday, and have a great weekend!

Singer Data Streaming
Rutger – host @ Chartmetric , Jason Joven – host @ Chartmetric

Highlights  Do you know what a playback singer is? Or how about that Mexican Norteño music has German polka in it? I sure didn’t, but our A&R tool did!Mission   Good morning, it’s Jason here at Chartmetric with your 3-minute Data Dump where we upload charts, artists and playlists into your brain so you can stay up on the latest in the music data world.DateThis is your Data Dump for Friday, June 14th, 2019.Found on Friday: 4 Indian Playback Singers and 2 Norteño BandasSo checking into our A&R tool which roams the Interwebs for the biggest delta, or change, in between now and 28 days ago, we focus on the singular metric of total YouTube views via their artist channel.Looking at the Top 20 biggest gains, what’s not surprising? Billie Eilish at #5, that’s cool, Will Smith at #7 after the new Aladdin movie releasing, that’s also awesome…But you know what’s really hot? Indian playback singers, because they occupy positions 1 through 4!A playback singer in Bollywood masterfully records world-class vocals for songs for the on-camera actors to lip-sync to during shooting. For us Westerners who are obsessed with authenticity, let’s just imagine a publicly accepted form of lip-sync that not only helps create great Indian movies, but also celebrates the playback singers themselves.In the #1 spot is Calcutta-born Kumar Sanu with 30% YouTube view growth to 16.5M, who also just appeared on TV show Sa Re Ga Ma Pa L'il Champs, which pits 5-15 year olds against each other in a singing competition.In the #2 position is Arijit Singh who saw 20% YouTube view growth to 18.7M, and just released “Bekhayali” from Indian dramatic film Kabir Singh on June 3rd.Coming #3 on our list, but #1 in the Bollywood industry, is Lata Mangeshkar with 19% view growth to 9M, but it’s honestly a footnote to one of the most well-known and highly-respected playback singers ever.Mangeshkar has been listed in the Guinness Book of World Records as the most recorded artist with over 30K tracks in 20 different languages, the recipient of the Bharat Ratna,    India’s highest civilian honor (equivalent to the US Presidential Medal of Freedom), recipient of France’s Legion of Honour, and publicly selected as 10th Greatest Indian of modern times.How’s that for achievement? I really don’t think she cares about her YouTube views right now, nor should she. Hats off to her.Moving to Mexico, Norteño music is a genre of Northern Mexico that blends German polka and waltz traditions with Mexican ones.For all of us not familiar with Mexican music, the key instruments that define Norteño is the accordion (gracias a los europeos) and the bajo sexto, which translates to “sixth bass”, and looks like a 12-string guitar, but is used as a bass instrument.Now in the #6 position is Los Invasores De Nuevo León, with 10% YouTube view growth to 26M.The Latin Grammy-nominated Los Invasores, or “The Invaders of Nuevo León”, formed in 1978, and are currently on tour in south Texas,In the #16 position is Los Tucanes De Tijuana, with 5% view growth to 132M.“Los Tucanes”, or “The Toucans of Tijuana”, made history this year as first norteño act to play Coachella, also getting keys to the city.And if you want to catch up with some meme action, look up the “La Chona” challenge...their fast-paced 1994 record received a revival last year when uploaders recorded themselves dancing to “La Chona” outside their moving vehicles, a la Drake’s “In My Feelings”.OutroBueno! That’s it for your Daily Data Dump for Friday, June 14th, 2019. This is Jason from Chartmetric.Please give us a shout-out on iTunes. If you’re on an iPhone, dodge those crafty notifications and just scroll down on the Daily Data Dump page in your Apple Podcasts app or in the Ratings and Review tab in your iTunes app on your laptop, and show some love, Rutger and I appreciate it.Free accounts are at chartmetric.comAnd article links and show notes are at: podcast.chartmetric.comHappy Friday, have a great weekend, and see you on Monday!

Delta Singer
Jason Joven – host @ Chartmetric

HighlightsBritish and American artists take over the Top 10 YouTube music video charts in the UKAWAL signs a young singer-songwriter with a 100+ listener to follower ratioSoulCycle teams up with singer Ciara to make their latest Apple Music featured playlistMissionGood morning, it’s Jason here at Chartmetric with your 3-minute Data Dump where we upload charts, artists and playlists into your brain so you can stay up on the latest in the music data world.DateThis is your Data Dump for Wednesday April 3rd 2019.Charts For the week ending March 28th, the Top 10 YouTube music videos in the United Kingdom were ruled by both the British and the Americans, splitting them in half.British hip-hop producer Steel Banglez took the #1 spot at 1.5M views that week with the smooth video “Fashion Week”, which opened in the #1 spot.Two grime artists, Russ and Tion Wayne, took the #2 spot, on the YouTube channel GRM Daily, which bills itself as the “epicentre of UK urban culture”, which itself has accumulated over 1.7B views.The #3 spot is taken by British MC and producer Wiley, which features none other than actor Idris Elba dropping bars, with the infectious “Boasty” music video. If you’re a fan of Elba’s movie work in Thor, Pacific Rim or The Dark Tower, check out the video which just spent its third week on the chart with just over 1M views.Rounding out the list are Americans Maroon 5, Ava Max and YNW Melly in their own videos, but in a 1-2 UK-US punch at the #9 spot, Sam Smith and ex-Fifth Harmony member Normani star in the beautifully-shot “Dancing with a Stranger” music video.Artist Highlight in the NewsOn April 1st, Music Business Worldwide announced the signing of British singer-songwriter Millie Turner to AWAL, Kobalt Music’s recorded music services company.Turner is an 18-year-old sporting a relaxed electro-pop sound, which fits the AWAL roster quite nicely, and surely they noticed that despite Turner’s Spotify follower count hovering under a humble 4K, she has over 406K monthly listeners, which gives her a listener to follower ratio of 104, signalling to all algorithms ever made to put her in every playlist imaginable.She only has six tracks released on the major platforms, with a curiously strong focus only on Spotify playlists, as she is only on 5 Apple Music ones and 2 Deezer playlists, while being on 51 of Spotify’s.Turner seems to be slowly growing her exposure, by featuring tracks like “Eyes on You” and “Night Running” on mid-tier playlists like “New Music Friday UK” at 703K followers and “Indie Pop” at 837K.Resonating most in Central to Eastern Europe, she seems to have found quite the following in Istanbul, as she’s increased her monthly listener count from roughly 3K to 23K in the past year, over a 570% increase. Turkish summer tour? We’ll have to wait and see.  Playlist Round-Up In the latest on the bands and brands front, NYC-based indoor cycling company SoulCycle released the “Sound by SoulCycle x Ciara” playlist.The 15-track Apple Music list runs for 1 hour and 5 minutes and rates in the upper halves of the Echo Nest Energy and Danceability charts, which would perfectly compliment a 60-minute workout that demands you are in high spirits as you get your sweat on.Atlanta-based singer Ciara of course gets the ability to debut her latest single, “Thinkin Bout You”, in the leading playlist spot, and takes 11 of the 15 tracks reaching all the way back to 2004 to her hits like “One, Two Step” feat. Missy Elliott and “Goodies” feat. T.I. and Jazze Pha.Salt-N-Pepa and Kanye West are mixed into the playlist for good measure, so if you’re into the SoulCycle scene and like some old-school hip-hop and RnB, be on the lookout for this one.OutroThat’s it for your Daily Data Dump for Wednesday April 3rd 2019. This is Jason from Chartmetric.If you have any ideas for artists or new segments for the podcast, let us know at [email protected] can always get links and show notes at: chartmetric.transistor.fm/episodes.Happy Wednesday, see you tomorrow!

Singer