Experiencia de usuario
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Data & Analytics Wednesday - Mapping and Dashboards
**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)
Wednesday Night Karaoke Social
## 🎤 Wednesday Night Karaoke Social @ PBR Cowboy Bar Columbus
**Ready to break up your week with something actually fun?**
This isn’t just karaoke—it’s a full-on social night where you can meet new people, grab a drink, and jump into the energy (on the mic or off).
No pressure, no awkward vibes—just good music, a fun crowd, and a reason to get out on a Wednesday.
### 📅 Event Details
**When:** Wednesday Nights
**Time:** 7:00 PM – 10:00 PM
**Where:** PBR Cowboy Bar + Smokehouse – Easton
**Check-in:** Say *“PBR Meetup”* at the host stand to grab your wristband + unlock drink specials
### 🎶 What to Expect
* 🎤 Karaoke kicks off at 7PM (whether you sing or just hype the crowd)
* A lively, social group — perfect if you’re coming solo or bringing friends
* A fun mix of music, drinks, and easy conversation
* A low-pressure environment where everyone’s just there to have a good time
*Pro tip: the later it gets, the more fun it gets 😏*
### 🍻 Meetup Perks (7PM–9PM)
* $3 Domestic Draft – Miller Lite & Coors Light
* $3 Well Liquor Cocktails
* $4 Vizzy Seltzers
* $5 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Cazadores Reposado & Jack Daniels
* $5 Select Shots – White Tea Shots & Fireball
### 👋 Good to Know
* Come solo or roll in with friends — either way, you won’t feel out of place
* 21+ after 9PM
* Karaoke is optional… but once the crowd gets going, you might change your mind
If you’ve been saying you need to get out more during the week—this is your sign. 🎶🍻
An Evening of Music, Message & Mirth with Armand & Angelina
Get ready for an unforgettable night of inspiration, energy, and soul-stirring performance with international speakers and artists Armand and Angelina. This is more than an event—it’s a live concert-style experience of music, message, and mirth that will uplift your spirit and move your heart. From the moment the evening begins, you’ll be immersed in a powerful atmosphere of love, laughter, and transformational sound.
Featuring the angelic, heart-opening voice of Angelina—singing across multiple languages—and the dynamic presence of Armand, whose inspiring talks, original compositions, and powerful vocals ignite a passion for life, this is a performance you don’t want to miss. Come out and feel the energy, connect with the message, and experience a night that celebrates love, transformation, and the power of music to move us all.
$20 Suggested Love Offering (None shall be turned away)
**Bonus Morning Experience**
Native Flute Playshop with A & A
Thursday, May 14 at 10:00 a.m.
Come back in the morning for a deeper, hands-on musical experience.
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
Beginner and Intermediate Salsa Dance Classes with Todd Smith!
**✅ Salsa Wednesdays with Todd Smith!**
**👉 Beginner Salsa Class**
**$15 In Advance / $20 At the Door**
7:00 pm – 7:15 pm … Registration
7:15 pm – 8:15 pm … Beginner Class
**👉 Intermediate Salsa Class**
**= $15 In Advance / $20 At the Door**
8:15 pm – 8:30 pm Registration
8:30 pm – 9:30 pm Intermediate Class
**👉 If You Take Both Salsa Classes**
**= $25 In Advance / $35 At the Door**
**👉 Buy Advance Tickets Now at:**
https://columbussalsadancing.com/salsa-wednesdays-dance-class-tickets/
**👉 Questions? Text Todd @ (614) 774-8146**
Eventos de Experiencia de usuario Esta Semana
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Casual Boardgames - make friends, then beat them in games
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.
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
DraftKings Sports & Social-Meetup
**📅 DATE:** Saturday, May 16th, 2026
**⏰ TIME:** 7PM–9PM (Check-in from 7PM–8:30PM)
**📍 WHERE:** DraftKings Sports & Social – 840 N. High St., Columbus, OH
**🎟️ Check in:** at the host stand when you arrive say, **"DK Meetup Social"**
🍻 Join us for a fun, social night out! Meet new people, grab a drink, and kick back in a high-energy atmosphere right in the heart of Columbus 🎉
🎯 **What to Expect:**
🎶 DJ starting at 9PM
🏓 “Water” Pong + games
📺 Huge 37ft TV wall for all the live sports action
🥂 **Drink & Food Specials (7PM–9PM):**
$3 Domestic Drafts – Miller Lite & Coors Light
$3 Well Liquor Cocktails
$4 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Dulce Vida Blanco, Jameson & Jack Daniel’s
$4 Topo Chico Seltzers
$5 White Tea & Green Tea Shots
$3 OFF Appetizers (excluding traditional bone-in wings)
**📌 Quick Details:**
🔞 21+ only
🚗 Parking available at Hubbard Garage (behind venue)
Pull up, bring your crew (or come solo), and get ready for a great night out 🥂
Saturday Mornings @ East Market
Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating.
Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator.
Per what this group is about:
"Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."
Dinner at Highbanks Distillery Westerville
We will have dinner after our drink at the speakeasy. If people want to attend both the speakeasy and dinner please rsvp for both events.
This is the menu for dinner:
https://www.highbankco.com/westerville
Conversation and Coffee @ Belle's Bread Bakery
Hey Everyone!
Let's meet at Belle's Bread Bakery and Cafe. There is lots of free parking and easy access to the cafe and many shops and restaurants as well. This is a great way to meet new and old friends while chatting about life and practicing English language speaking skills. All are welcome and encouraged to join us anytime between 11am and 1pm. Looking forward to seeing you soon.
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Casual Boardgames - make friends, then beat them in games
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.
Yarn Social at Northwest Library
If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Sunday Afternoon Coffee at Grandview Grind
Who else is ready to sit outside?
Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!
Building Momentum: From Ambiguity to Execution
**Building a great product is one thing—building momentum behind it is another.**
Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations.
In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch.
You’ll walk away with insights on how to:
* Build and sustain momentum across teams
* Adapt to changing priorities without losing direction
* Scale products thoughtfully in complex environments
Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward.
Come connect, learn, and swap stories with fellow product professionals.
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Food and drinks will be provided by Switchbox, our generous host.
Free parking will be available at the front and back sides of the Switchbox Office.



























