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Frequently Asked Questions
Yes! Check out gitlab events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the gitlab events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find gitlab events near your location here. Connect with your local community and discover events within your area.
GitLab Events Today
Join in-person GitLab events happening right now
Chit Chat 聊聊天 at The Roost on Capitol Hill
**大家好**!Let's get together and have a casual chat for all levels of Chinese from beginner to native speakers.
大家都欢迎参加我们的聚会!
Please join us on **Sunday, May 10, 2026** at **10 AM** at The Roost on Capitol Hill located at **1401 Pennsylvania Ave SE, Washington, DC 20003**. The Roost is a 2-minute walk from the Potomac Avenue Metro Station (Blue / Orange / Silver). If you live nearby, you can reach this destination by bicycle in 5-10 minutes. The neighborhood near The Roost has free two-hour street parking.
**We will meet in the seating area located behind the bar called "Show of Hands"** (it is located to your left when you enter through the front doors). Table signs will be placed on the tables so that you can easily find us. We encourage you to order coffee or brunch while you enjoy chit chatting with other Chinese speakers and learners. Coffee or brunch can be ordered by using the QR code on the table, and a server will conveniently bring your order to you.
**SAVE THE DATE!**
Below are the expected dates in 2026, but additional dates may also be scheduled:
June 14, 2026
July 5, 2026
August 9, 2026
September 13, 2026
October 18, 2026
November 8, 2026
November 29, 2026 - NEW DATE (I'm in China the month of December)
Concert: Flurut presents Echoes of Jämtland
Join Flurut for their debut concert - a vibrant evening of music and dance from the heart of Jämtland, Sweden! Flurut is Göran Olsson (fiddle), Ellen Bartlett (fiddle), Andrea Larson (fiddle), Marko Packard (guitar, saxophone, flute), and Charlie Pilzer (bass, organ).
Sunday May 10th in Silver Spring, MD. Doors open at 3:30, concert at 4pm.
Bring some snack/drink to share.
Please contact phllsdrrck@gmail.com to reserve your spot and for the address.
Dance floor opens during the second half of the program - don't forget your dance shoes!
As this is a residential neighborhood, please consider carpooling.
Donations are welcome. We look forward to seeing you!
Tech & Truth Café
An open space for real conversation about how technology is shaping our world, and how we can respond with wisdom, purpose, and values.
## COMING UP:
## Life with Augmented Intelligence
**Shaping how we live, work, and build in an AI-driven world**
From assistants → to collaboration → to autonomous systems
***
**A different way of thinking, working, building.**
Most people are still using AI at the surface.
Answers. Shortcuts. Quick help.
But underneath, work is starting to look different:
* systems instead of tasks
* collaboration instead of commands
* design instead of effort
This is a space to step into that.
Not a workshop.
Not a panel.
A place to see what’s emerging, hear how others are thinking, and explore what it means for your own life and work.
***
## Tech & Truth Café
📍 Greencourt Innovation Center
🗓️ May 10 & 17
🕐 1:30 – 5:00 PM
1:30 → arrive and connect
2:00 → ideas and conversation
3:00 → demos and exploration
4:30 → wrap up
***
**WHO:**
If you’ve been experimenting with something interesting,
building something, or thinking differently about AI…
reach out. We’d love to include you in the conversation.
***
**Bring a laptop.**
***
For people who feel like:
“there’s more to this than what I’m currently doing with AI.”
**Come be part of it.**
**WHO**
**For people who feel like:** "There's more to this than what I'm currently doing with AI." Come be part of it.
**WHAT TO EXPECT**
ASL Brunch on Sundays in Greenbelt
Join our ASL Brunch on Sundays in Greenbelt! All ASL users and learners are welcome.
Brunches are alternately held at two restaurants in Greenbelt, both in the same town plaza.
ODD WEEKS: 1st, 3rd, and 5th Sundays, we meet at Cedars of Lebanon, 103 Centerway.
EVEN WEEKS: 2nd and 4th Sundays, we meet at New Deal Café,113 Centerway.
We are the Greenbelt ASL Community, a group of both Deaf and hearing people who hang out, chat about everyday goings on, trade stories, get to know each other better, and of course, enjoy food together. Many members use ASL as their primary language, several are interpreters or other fluent ASL users, while others are ASL learners who wish to improve their skills while making new friends.
Before or after brunch, you can visit the farmer's market and small coop grocery store in the plaza.
Please RSVP so we can contact you via email if needed.
Our group is on Facebook as Greenbelt ASL Community. Some long-time group members don't mark their attendance here, so feel free to stop by even if you don't see others who have RSVP'd on Meet-up.
Doubles Volleyball - Competitive BB/A
Let's get together to play some competitive coed doubles volleyball.
**COST**: FREE
**Court Type**: Outdoor grass
**Minimum Skill Requirements**: Solid BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details)
Attention:
1. This event is **not always on a first come, first served basis**. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/) and those who can bring a net and ball, may get priority over others on the waitlist.
2. Since skill levels are **self-reported**, some attendees may not meet the expected level in reality, so we encourage you to choose a partner you can enjoy the game with, and since this is a **competitive** event, it is okay if you make a strong team and win all the games.
3. Each person must help set up and take down one net, leaving some nets unset for latecomers.
**Smiley Social documents:**
1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg)
2. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
3. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/)
4. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)
Amharic- Foreigner Level
A low cost, 6-week beginner-level አማርኛ (Amharic) course with the non-profit organization, the Global Language Network.
## Amharic Foreigner Language Class
ሀሎ ! Ready to dive into the world of Amharic? Join our fun and interactive class designed especially for those new to the language.
**Details:**
#### Amharic Foreigner with Hana
Sundays from 6:00pm - 8:00pm ET
Apr 12th to May 17th
In-person, Farragut Square DC
* GLN classes are open to everyone over 18 years of age.
* Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](https://thegln.org/pricing-%26-course-levels "https://thegln.org/pricing-%26-course-levels")
Ready to learn? **Register [HERE](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform "https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform").**
**About GLN**
We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.
Ready to learn? **Register [HERE](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform "https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform").**
**About GLN**
We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.
GitLab Events This Week
Discover what is happening in the next few days
Bladensburg Waterfront to Lake Artemesia and Beyond with E-bike Lovers
[https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930)
24.1 miles. Picnic at Beltsville Community Center, 14 miles into the trail.
Restrooms are available at the beginning, the middle, and the end of the event.
This is an easy ride on relatively flat terrain and should be appropriate for all bikers and all bikes. The route is 24 miles and about 800 feet elevation gain. It should be a beautiful day.
**WHERE AND WHEN WE MEET:**
Bladensburg Waterfront Park, 4601 Annapolis Rd, Bladensburg, MD 20710. We meet at 10:00 and ride at 10:15am
**ROUTE:**
MD-Trail 1 - can be downloaded from Ride with GPS here: [https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930)
We'll take the Anacostia River Trail north to the Northeast Branch Trail through Riverdale Park, around the College Park Airport to Lake Artemesia.
The Paint Branch Trail takes you through the University of Maryland campus, alongside USDA research fields to Cherry Hill Rd., where we can stop and reverse the route back to Bladensburg.
Mileage round trip is 24 +/- but there's more trail at either end of the ride for those who want to put in more miles.
**RESTROOMS**
Restrooms are available at the beginning, the middle, and the end of the event.
**WHAT TO BRING:**
Our bikes will always be in our sight. No additional locks are required to keep your bike safe on this trip.
Bring snacks and a light lunch if you want to eat on the journey. Don't forget to bring plenty of water to stay hydrated.
**OTHER INFORMATION:**
FYI: membership of the Ride With GPS E-bike Lovers club is now free as [www.ebikelovers.com](http://www.ebikelovers.com/) is generating sufficient income from ads to cover the costs.
Here is the link to activate your free membership:
[https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN](https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN)
You will have access to over 2,000 miles of curated e-bike routes. With free membership, we hope everyone will download trails before we e-bike.
This is the link to the EBL Ride With GPS page: [https://ridewithgps.com/organizations/6746-e-bike-lovers](https://ridewithgps.com/organizations/6746-e-bike-lovers)
For the E-bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-bike lovers, spread the word and let's have fun.
Please only RSVP if you are coming, so we know how many E-bike Lovers will participate. We enjoy a nearly 100% RSVP success rate. Thank you so much for your help!
As usual, non-assisted bikers are most welcome.
**Your registration for this ride signifies your agreement with the terms of the disclaimer below.**
**DISCLAIMER**
**LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, NATHAN MERRIS, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS.**
**See for the full disclaimer: https://ebikelovers.com/disclaimer**
Draw Together at the Quill & Crumb at the Folger Shakespeare Library
Shall we draw at Quill & Crumb, the cafe in the Folger's Great Hall? It's a gorgeous setting where we'll undoubtedly find many interesting things to draw. From the website:
"Quill & Crumb is located in the Folger’s historic Great Hall, which was originally designed by architect Paul Philippe Cret to resemble a gallery within a 16th-century English home. The Great Hall features strapwork plaster ceiling, oak-paneled walls, and intricately designed terracotta floors."
Look forward to meeting you there!
Arabic- Foreigner Level
A low cost, 6-week beginner-level **اللغة العربية** (Arabic) course with the non-profit organization, the Global Language Network.
\#\# Arabic Foreigner Language Class
**Details:**
\#\#\#\# Arabic Foreigner with Nour
Sundays from 11:00am - 1:00pm ET
Apr 12th to May 10th, May 24th
In-person, Farragut Square DC
* GLN classes are open to everyone over 18 years of age.
* Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels) "\[https://thegln.org/pricing-%26-course-levels\](https://thegln.org/pricing-%26-course-levels)")
Ready to learn? **Register [HERE](http://%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform) "\[https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform\](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)").**
**About GLN**
We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.
Jam in the Park! 1-3 All skill levels * Bring your own SONGBOOKS * WEATHER
**Info below: Welcome! Download Songbook, Seating**
***
\*\* WEATHER: Please check the your email before heading to the jam. I will send out an email if it will be cancelled due to rain. \*\*
\*\* SAFETY: Please note by participating in this event you agree to the Health and Safety Waiver/Release below \*\*
***
**ALL Jammers! All Instruments! All Skill Levels Welcome!**
JOIN US FOR A JAM - IT IS A GREAT WAY TO:
* Get in some practice time
* Learn new songs
* Socialize with other musicians
* Build your confidence
Come join us make music together!
Anyone who can play any instrument at any skill level is welcome to stay and play for some or all of the Jam. We all play and sing songs from our song books of lyrics and chords. Everyone gets a chance to pick a song or pass. No pressure!
***
**a. BRING SONGBOOKS: Please DOWNLOAD our TWO song books.**
Download our TWO song books: at https://www.facebook.com/groups/mhpjam/files/
b. IMPORTANT SAFETY INFORMATION
Safety is our number one priority! We want to be sure everybody attending the jam understands personal responsibilities to keep themselves and others safe.
By attending this event you agree to the terms of the HEALTH AND SAFETY WAIVER which can be found in any one of the following:
1. At this link: https://www.facebook.com/groups/mhpjam/permalink/2276132525918969
2. At this link: https://www.dropbox.com/scl/fi/gzfqo4fnw0a2268zr95nx/MITCHELL-PARK-JAM-HEALTH-AND-SAFETY-WAIVER-RELEASE.pdf?rlkey=gztmv5k1shtxunjkc40hj5ij6&st=rek95rkg&dl=0
Please let me know if you have any questions or concerns. Only people who are fully vaccinated can attend. Local laws allow for some exceptions to this rule. Please contact me if you fall under these exceptions so we can make the appropriate arrangements. All members should follow CDC and Washington, D.C. guidelines. In addition, please respect other members needs for space.
***
c. FACEBOOK: Join the Facebook group at https://www.facebook.com/groups/mhpjam/
***
d. SEATING: You may want to bring a chair as seating may be limited.
***
e. LOCATION: The jam will be held at Mitchell Park in Washington, DC. You can find our exact location on this map: https://bit.ly/mhpjamloc1
***
d. DONATIONS: Suggested donations: $2 per jam -OR- $5 per month -OR- $20 per 6 months. You can Venmo @Eric-Cohen-114
Meetup costs money. Eric pays for most of the costs out of his own pocket, but he asks you to help defray some of the costs with a small donation. Thank you.
Image by freepik\ (https://www.magnific.com/free-ai-image/view-woman-playing-electric-guitar-instrument_169111739.htm#fromView=keyword&page=1&position=25&uuid=ddc9de4d-4908-49d0-aa0c-518dba54c9ef&query=Grandmother+with+guitar)
Handy Bikes | Sunday Casual Ride | Every-other-week
Similar to our "Beginner Ride", a casual, on-road-avoiding, cycle-path-winding, beginner friendly, group ride.
The ride will be led by Maya and Angie, who have a combined 50 years of cycling experience.
This is a no drop ride with an average speed of 7- 12 mph.
Please bring a helmet, lights, a snack, hydration and wear appropriate clothing for cooler weather (cotton is not your friend in cooler temps and we will be riding in the dark).
The ride can be tailored to the skills that attendees want to master, i.e- drinking from water bottle while riding, making tight turns, riding in a small group and cycling etiquette.
We will be riding mainly on trails, streets as minimally as possible, and sidewalks only when necessary. This ride is perfect for someone who hasn't ridden in a while and wants to get some easy miles on the saddle; not just for newbies.
If you have not ridden your bike in several weeks, months or years, please have a safety check done before the day of the ride.
We are just here to have fun.
(Arlington) Sunday 2nd Shift: Customer Service Help (2pm-4pm)
Sign up to help with customer service at our Arlington shop! **If this is your first time doing customer service at our shop**, **please direct message Elizabeth here via MeetUp** so she can ensure someone can be there to orient you.
**What you'll do:**
* greet customers
* manage customer traffic
* help customers find basic bike parts in our store
* direct customers to the mechanics if they need a bike repair
* help customers find a bike that fits them
* set customers up to test ride bikes
* work the register to conduct customer payments
**Qualities of a good volunteer for this role:**
* customer service oriented
* willing to work outside most of the shift
* able to work on their feet most of the shift
* comfortable working in a faced-paced environment
* open to a steep learning curve with a rewarding experience the more times you volunteer
* excited to learn about Velocity Bicycle Cooperative and become part of our volunteer team that keeps our wheels turning!
**What to Bring/Attire**
* A water bottle & snack
* Wear comfortable shoes and clothes appropriate for the day's weather
* Sunscreen and a baseball hat if it is sunny
**Age Requirements:** If you are under 18, you must bring a parent/guardian with you to the orientation to sign the waiver.
GitLab Events Near You
Connect with your local GitLab community
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
Version Control for Unity
This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there.
The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow.
What to Expect:
* An introduction to version control and why it's essential for Unity projects
* An overview of Git, Perforce, and Unity Version Control
* Demos of each tool in a Unity workflow
* Tips for getting started
* No prior version control experience required
* Resources for continued learning
All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers.
Food and drinks provided. Join us to learn more about version control options for Unity.
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!
GitOps: Easy Deploy and Even Easier Rollback
On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation.
The session will also be broadcast at https://twitch.tv/TaleLearnCode.
### **GitOps: Easy Deploy and Even Easier Rollback**
GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability.
You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
COhPy Monthly Meeting
**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
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)





























