Visualization

**Join us for a Copenhagen ServiceNow Developer Meetup focused on smart customizations in the Service Operations Workspace (SOW)!** This session tackles one of the most common pitfalls in ServiceNow projects: customizing Workspaces without a clear strategy. We'll look at where ServiceNow is taking the Workspace model, whether your organization is actually ready for it, and how to define a customization approach that serves your users - not just your backlog. A big part of getting this right is understanding your audience. Who is actually using the workspace? What do they need to see - and just as importantly, what should they never have to deal with? We'll work through how to segment by user group, define what's relevant for each, and build a strategy that holds up over time. **Program:** * Welcome & intro * ServiceNow's Workspace vision -where it's heading and why it matters * Is your org ready? An honest readiness check * Defining your SOW strategy: audience, scope, and what to skip * Q&A and networking **Remember to bring your laptop!** **Grow your network** — This is a great opportunity to engage with fellow ServiceNow developers, swap war stories, and pick up practical ideas you can use the next day. **Win swag** — We'll draw winners of cool ServiceNow Developer Swag!

Stop by and meet people in a positive and save space, very Friday at 8:30 pm just after our abstract workshop we start our **Speed Portrait and Cocktails event.** Before continuing your journey into the vibrant Copenhagen we invite you for a creative stop, to develop some quality interaction and create a truly hygge atmosphere in an artistic space. Set in a contemporary art gallery turned into a creative studio for the night, our **Speed portrait & cocktails** event blends with the city night life adding to Copenhagen artistic vibe and cozy atmosphere. An event that mixes caribbean hospitality, minimal aesthetic and Copenhagen coziness. As well we offer locals and temporary locals an artistic retreat from the intensity of the city. Note: Some materials are free but not the drinks.

Join Bien Contemporary for a unique evening of creativity where painting meets cocktails! Unleash your artistic side in a relaxed and social atmosphere, perfect for both beginners and experienced artists. Sip on delightful cocktails while our talented instructors guide you through a step-by-step painting session. Immerse yourself in the world of art as you create your very own masterpiece while mingling with fellow art enthusiasts. This event combines the perfect blend of artistic expression and socializing, making it an unforgettable experience. Don't miss out on this opportunity to unwind, unleash your creativity, and indulge in some delicious cocktails at Bien Contemporary's Painting & Cocktails Night! Get tickets online here - https://biencontemporary.dk/event/

**Join MEETUP on Friday, May 8 for Copenhagen Afterwork English Comedy Special at Knock Knock Comedy Club!** **SHOWTIME: 18,00 (the show ends around 19.30)** ***So come straight from the office, skip seeing the family & start the weekend early to enjoy some drinks & a lovely line-up of comedians entertaining you in English!*** **Headliner:** **Sarah Roberts (UK)** **Support:** **Brian O'Grady (Ireland)** **David Duff (Ireland)** **Erik Iancovici (Austria/Sweden)** **House MC host Adrian Mackinder (UK) guides you through the show!** **Check out a clip of headliner Sarah Roberts (UK) here!** [https://www.youtube.com/watch?v=7vvb_kz-fXE](https://www.youtube.com/watch?v=7vvb_kz-fXE) **MEETUP MEMBERS INFO: THERE WILL BE A MEETUP MINGLE SIGN BEFORE THE SHOW TO MINGLE AROUND AND FIND EACH OTHER IN THE LOUNGE BAR BEFORE ENTERING THE COMEDY ROOM. ALSO NOTE: CLICKING AS ATTENDING HERE ON MEETUP DOES NOT EQUAL BEING ABLE TO SEE THE SHOW, YOU NEED A TICKET TOO. :) SEE TICKET LINK BELOW.** **Where**: Knock Knock Comedy Club, Vimmelskaftet 41, (Down the alley with 41 marked above it, on the STRØGET walking street between the Triumph clothing store and the Waffle place) THE SHOW IS FULLY IN ENGLISH Tickets: (price includes the billetto fee) Regular entry: 159 dkk JUST 70 SEATS IN TOTAL! BUY TICKETS VIA: **[https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343](https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343)** *IF THE SHOW SELLS OUT, THERE IS A CHANCE OF A FEW PEOPLE NOT TURNING UP, SO COME AROUND 10 MINUTES BEFORE SHOWTIME TO GRAB ANY DROP-IN TICKETS THAT MIGHT BECOME AVAILABLE - DOOR PRICE: 190 dkk* *Bar open from one hour before showtime - Come enjoy refreshing large beers and a selection of handcrafted mixed drinks from the nice-price comedy bar menu!* **Headliner bio** **Sarah Roberts (UK)** - A smarmy, self-absorbed woman in her early 30s, she's self-centered yet self-aware, and her stand-up persona is a kitsch mean girl with a heart of gold. Her comedy is easy to enjoy, and her consistent pop-culture references make audiences feel part of a clique. Shedding the cocoon of beauty standards is not the main message of her show: it really is just about how talented and hot she is as a ‘Phenomenal new talent, destined for stardom’ Catherine Bohart ‘Grotesque. Sarah is Leicester Square New Comedian of the Year runner-up, Komedia New Act of the Year finalist & a British Comedian of the Year finalist! *As seen in the BBC Comedy Awards.* *‘An ode to womanhood’ ★★★★★ EdFringe Review* *‘Riotously funny’ ★★★★ The Student* *‘Remarkable’ ★★★★ The Comic’s Comic* *‘Seamless’ ★★★★ The Spy In The Stalls?* *‘Six of the funniest comedians at the Fringe’ The Guardian* **OTHER UPCOMING SHOW** **Tickets also available via the same link:** **[https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343](https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343)** **Fri, June 5 - Season Finale Double-Headliner Special!** **Nigel Williams (UK), & Henrik Elmér (Sweden). Support: Joe Eagan (Canada), MC host Adrian Mackinder (UK)** *Each show has a fun mix of a pro headliner comedian flown in with support acts made up of stars of tomorrow, semi-pros, rookies & stars of yesterday :) + an MC host guiding you through the evening from Canada or the UK! 3-4 comics in total each date! Different line-ups each date!* ***:::::::::::::*** **BOOK COMEDIANS OR QUIZMASTERS FOR XMAS EVENTS/PARTIES!** -->You can book 1-3 comedians to perform Stand-up for 25 - 60 minutes. Or a quizmaster for a Quiz & Games lasting 1 - 2.5 hours as you compete in teams against colleagues to win prizes. Welcome to Joe Eagan Comedy Productions - providing entertainment solutions for corporate events/parties, conferences, kick-offs, weddings & more! see: [www.joestandup.com](www.joestandup.com/denmark) ***The club's history and motto:*** *Established in March of 2010 when we started doing shows at The Dubliner on Amagertorv, Copenhagen English Comedy Nights now calls the lovely Knock Knock Comedy Club its home. The shows are all about enjoying great stand-up comedy in English in a lovely setting great for meeting expats and internationally-minded social Danish natives! Who knows what'll happen! Each show has a fun mix of a pro headline comedian with support acts made up of stars of tomorrow, semi-pros, rookies & stars of yesterday :) + an MC host guiding you through the evening from Canada, USA, Ireland or the UK!*

**Join MEETUP on Friday, May 8 for Copenhagen Afterwork English Comedy Special at Knock Knock Comedy Club!** **SHOWTIME: 18,00 (the show ends around 19.30)** ***So come straight from the office, skip seeing the family & start the weekend early to enjoy some drinks & a lovely line-up of comedians entertaining you in English!*** **Headliner:** **Sarah Roberts (UK)** **Support:** **Brian O'Grady (Ireland)** **David Duff (Ireland)** **Erik Iancovici (Austria/Sweden)** **House MC host Adrian Mackinder (UK) guides you through the show!** **Check out a clip of headliner Sarah Roberts (UK) here!** [https://www.youtube.com/watch?v=7vvb_kz-fXE](https://www.youtube.com/watch?v=7vvb_kz-fXE) **MEETUP MEMBERS INFO: THERE WILL BE A MEETUP MINGLE SIGN BEFORE THE SHOW TO MINGLE AROUND AND FIND EACH OTHER IN THE LOUNGE BAR BEFORE ENTERING THE COMEDY ROOM. ALSO NOTE: CLICKING AS ATTENDING HERE ON MEETUP DOES NOT EQUAL BEING ABLE TO SEE THE SHOW, YOU NEED A TICKET TOO. :) SEE TICKET LINK BELOW.** **Where**: Knock Knock Comedy Club, Vimmelskaftet 41, (Down the alley with 41 marked above it, on the STRØGET walking street between the Triumph clothing store and the Waffle place) THE SHOW IS FULLY IN ENGLISH Tickets: (price includes the billetto fee) Regular entry: 159 dkk JUST 70 SEATS IN TOTAL! BUY TICKETS VIA: **[https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343](https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343)** *IF THE SHOW SELLS OUT, THERE IS A CHANCE OF A FEW PEOPLE NOT TURNING UP, SO COME AROUND 10 MINUTES BEFORE SHOWTIME TO GRAB ANY DROP-IN TICKETS THAT MIGHT BECOME AVAILABLE - DOOR PRICE: 190 dkk* *Bar open from one hour before showtime - Come enjoy refreshing large beers and a selection of handcrafted mixed drinks from the nice-price comedy bar menu!* **Headliner bio** **Sarah Roberts (UK)** - A smarmy, self-absorbed woman in her early 30s, she's self-centered yet self-aware, and her stand-up persona is a kitsch mean girl with a heart of gold. Her comedy is easy to enjoy, and her consistent pop-culture references make audiences feel part of a clique. Shedding the cocoon of beauty standards is not the main message of her show: it really is just about how talented and hot she is as a ‘Phenomenal new talent, destined for stardom’ Catherine Bohart ‘Grotesque. Sarah is Leicester Square New Comedian of the Year runner-up, Komedia New Act of the Year finalist & a British Comedian of the Year finalist! *As seen in the BBC Comedy Awards.* *‘An ode to womanhood’ ★★★★★ EdFringe Review* *‘Riotously funny’ ★★★★ The Student* *‘Remarkable’ ★★★★ The Comic’s Comic* *‘Seamless’ ★★★★ The Spy In The Stalls?* *‘Six of the funniest comedians at the Fringe’ The Guardian* **OTHER UPCOMING SHOW** **Tickets also available via the same link:** **[https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343](https://billetto.dk/en/e/copenhagen-afterwork-english-comedy-specials-upcoming-shows-billetter-1511343)** **Fri, June 5 - Season Finale Double-Headliner Special!** **Nigel Williams (UK), & Henrik Elmér (Sweden). Support: Joe Eagan (Canada), MC host Adrian Mackinder (UK)** *Each show has a fun mix of a pro headliner comedian flown in with support acts made up of stars of tomorrow, semi-pros, rookies & stars of yesterday :) + an MC host guiding you through the evening from Canada or the UK! 3-4 comics in total each date! Different line-ups each date!* ***:::::::::::::*** **BOOK COMEDIANS OR QUIZMASTERS FOR XMAS EVENTS/PARTIES!** -->You can book 1-3 comedians to perform Stand-up for 25 - 60 minutes. Or a quizmaster for a Quiz & Games lasting 1 - 2.5 hours as you compete in teams against colleagues to win prizes. Welcome to Joe Eagan Comedy Productions - providing entertainment solutions for corporate events/parties, conferences, kick-offs, weddings & more! see: [www.joestandup.com](www.joestandup.com/denmark) ***The club's history and motto:*** *Established in March of 2010 when we started doing shows at The Dubliner on Amagertorv, Copenhagen English Comedy Nights now calls the lovely Knock Knock Comedy Club its home. The shows are all about enjoying great stand-up comedy in English in a lovely setting great for meeting expats and internationally-minded social Danish natives! Who knows what'll happen! Each show has a fun mix of a pro headline comedian with support acts made up of stars of tomorrow, semi-pros, rookies & stars of yesterday :) + an MC host guiding you through the evening from Canada, USA, Ireland or the UK!*

Very last minute I know 😔. You know the drill. Let's meet up, catch up, enjoy some (hopefully) awesome concerts and maybe drink a beer. Nothing fancy as people may attend different shows, but now we have somewhere to chat 🤘 \-\-\- A COLOSSAL WEEKEND is a yearly, three-day celebration of genre crossing, boundary pushing, and experimental music within the realm of ‘heavy’, unfolding in and around VEGA in Copenhagen, Denmark. [Tickets Here](https://www.acolossalweekend.dk/tickets) **\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-** **Meetup Attendance policy** We understand that life happens and things change, but please try and let us know if you’ve signed up to an event but won’t make it. Otherwise, we might spend the entire night worrying about you. Serial offenders will be marked as non-attendees, just so that our hard-working hosts know not to spend too much time waiting for/contacting them. Group rules (TL;DR – Don’t provoke unnecessarily, but also don’t be a massive snowflake.) This should be self-explanatory to anyone accustomed to conducting themselves in society, but let’s set it out in writing anyway. Just be excellent to each other. Respect the diverse range of nationalities, personalities, and music tastes represented in the group. Unacceptable behaviour includes, but is not limited to: Racism, Sexism, Ageism, Classism, Ableism, Genreism, Homophobia, Xenophobia, Making people feel in any way uncomfortable, Trolling, Shameless advertising, Causing avoidable arguments, Not taking a joke. NB. Swearing is allowed. Otherwise, we would have to kick ourselves out of the group, but swearing with the intent of causing offence is not ok.

**Join us at Copenhagen Co-working & Coffee!** If you are a Remote worker or Entrepreneur of any kind, let's connect and co-work together! It's sometimes easier to focus & more enjoyable to work when others around you are working too! Anyone and everyone is welcome to join, bring a friend, and let's get some work done! Get 10% off at Espresso house if your part of the meetup 😁

Escape the winter chill and immerse yourself in an evening of creativity, conversation, and coziness. Join us for a **Cocktails & Collage** a seasonal gathering that celebrates Danish *hygge* through drinks and imaginative art-making. Set in a contemporary art gallery turned into a creative studio for the night, you’ll begin with a delicious cocktail or a glass of wine and even alcohol-free option will be available. Once you test our cocktails you can settle into a candlelit workspace stocked with vintage magazines, colorful papers, fabrics, and other tactile treasures. A collage artist will guide the group through a meditative cut-and-paste flow where you’ll create a visual piece rooted in seasonal themes like winter coziness, Copenhagen memories, or dream landscapes. Whether you come with friends or on your own, this cozy and creative evening will leave you inspired, relaxed, and ready for winter. The bar will keep open for those who want to explore more of our cocktail menu Note: The event is free but does not include the drinks

You’re invited to ‘Oops, No Script,’ the improv comedy show where we toss the script out the window and let the chaos loose! On the 9th of May, head over to Norra Skolgatan 10 B in Malmö. Expect spontaneous scenes, ridiculous audience suggestions, and more surprises than a magician bag or clown car. After the show we will have a jam for those curious to try out improv followed by socialising and why not a night out in Malmö?! Come ready to giggle, gasp, and maybe even question reality! Doors open at 19.15 and we will be happy if you want to contribute with 70kr for the show. Swish/Revolute are king! Varm welcome to MIIPs colourful improv world!

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Hej! Copenhagen’s not just cozy — it’s cosmopolitan too. [[[Click this whatsapp groupchat link to join us](https://chat.whatsapp.com/ITxd1esbSuyJuVVZ1wkEXS)]] Our Saturday 7:30 PM meetups gather 20–30-somethings who love international connections. Expect warm vibes, open minds, and a seat at the table for everyone. Come join the city’s most hyggeligt hangout. join us!!

🌿 Forest Walk: Vedbæk → Dyrehaven → Klampenborg 🦌 Join us for a refreshing Sunday morning walk through some of the most beautiful nature north of Copenhagen. We’ll start by heading together from Nørreport to Vedbæk, then make our way through forest paths into Dyrehaven, ending in Klampenborg. This route offers a great mix of peaceful trails and open landscapes, with a high chance of spotting deer along the way. It’s a relaxed and social walk, perfect for clearing your mind and enjoying nature with good company. 🌿 What to expect: \* A scenic forest walk (\~9 km) \* Beautiful nature and wildlife (especially deer 🦌) \* A relaxed, friendly group atmosphere \* A one-way route ending near transport in Klampenborg 📍 Meeting point: Nørreport Station ⏰ Start time: 9:00 AM 📅 Date: Sunday, May 10 We’ll end near Klampenborg Station, making it easy to head back to the city. Make sure to wear comfortable walking shoes and dress for the weather. Bring water and anything else you might need for a few hours outdoors.

Please Note: only registered guests will be allowed to attend our meetings. 🎤 Looking to overcome your fear of public speaking and gain confidence in your leadership abilities?\*\* Look no further than Frederiksberg Toastmasters, a chartered club of Toastmasters International - the leading non-profit organization in public speaking and leadership development. 🌟 Practice your public speaking, communication, and leadership skills in a supportive and inclusive environment, guided by experienced mentors and utilizing the Basecamp curriculum. 🌱 Develop your ability to persuade, gain stakeholder buy-in, and negotiate with ease through regular speeches, evaluations, and leadership opportunities. 🤝 As a member of Frederiksberg Toastmasters, you'll join a community of like-minded individuals working towards the same goal: to become world-class communicators and leaders. 🗓️ We invite you to join us at our weekly meetings, held every Saturday from 11:00 to 13:00. We start on time. 🔍 A typical Toastmasters meeting is run like this: [Watch Video](https://www.youtube.com/watch?v=383gehepo8M) 📌 Meeting location: Please check our LinkedIn page: [Frederiksberg Toastmasters LinkedIn](https://www.linkedin.com/company/frederiksberg-toastmasters) 😊 As a guest, you'll have the opportunity to observe and participate in our meetings (voluntarily). Note that you will not be forced to speak if you don't want to. Typically, there will be around 20-30 people. 🗣️ You will witness the power of superior communication manifesting in the form of inspiring oratory and elevated storytelling that underpins world-class leadership. ✍️ Step out of your comfort zone and become the best version of yourself 🚀 Frederiksberg Toastmasters \| Home of Leadership and Public Speaking Toastmasters \| Where Leaders are Made 📮 frederiksberg@toastmasters.dk 🌐 Facebook: [Frederiksberg Toastmasters Facebook](https://www.facebook.com/FrederiksbergTM) 🌐 LinkedIn: [Frederiksberg Toastmasters LinkedIn](https://www.linkedin.com/company/frederiksberg-toastmasters)

Feeling stuck, unsure, or just tired of thinking about “what’s next”? In this 90-minute interactive workshop, we’ll take a step back and look at your current situation—without judgment or pressure to have answers. Instead of trying to “figure out your whole life,” we’ll focus on something simpler: 👉 getting a clear snapshot of where you are right now You’ll explore: • What’s currently working (and what’s not) • Where your energy goes in daily life • Which area of your life feels most out of balance And most importantly: You’ll leave with one small, realistic step to improve your situation. 🧭 This session is part of a 6-part series, but it also works as a standalone workshop. No preparation needed. Just bring yourself.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Welcome to Casual Boardgames, where we enjoy classic tabletop games and social deduction games while bonding over good food, drinks, and great conversations. 
We started this group to meet new people and make new friends, and bonding over games in a relaxed atmosphere is a great way to do that. We currently meet near route 23 and Polaris Parkway, and this is close to areas like Powell, Lewis Center, Worthington, and parts of Westerville and Columbus. 
Feel free to bring your own games or play one of the many games our members bring. If you are inexperienced, we will help you learn. 
Here are just a few examples of the kind of games we play. 
Tabletop/board games: Splendor, Catan, Azul, Dominion, 7 Wonders… 
Social deduction games: Code Names, Chameleon, Werewords… 
IMPORTANT: 
1. While we love playing a variety of games and competing, we are not just about the games. We interact and talk while playing, and this leads to a lot of laughter and fun. If you just want to compete and focus solely on the game, then this is probably not the group you are looking for. 
2. Many people join groups like this and never (or rarely) show up after weeks or months. If you join and never really come, we will eventually remove you from the group as a courtesy to our members. Why? Because limiting group conversations (on the app) to regular members makes communication and planning much easier. Also, while it may be rare, it protects members from people who join because they are interested in following a person instead of having a real interest in our group. If you get removed, it is just because you haven’t come, and we follow this protocol as a courtesy to our regular game players.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com