Data Architecture

Join WQC on April 25th from 11am-1pm at Inniswood Metro Park for a Nature Photo Walk. All types of cameras welcome! Let's enjoy spring to the fullest... 🌻🌼🌷🐤

A WiA Collective Wisdom Exchange At the start of this year, we gathered to look back, set intentions, and imagine the next chapter. This is the follow-up. Not a check-in. Not a progress report. A small, facilitated circle to reconnect with what you said mattered — and honestly explore what’s actually happening now. Together, we’ll explore: • What you intended at the start of this year - and what that looks like three months in • What’s surprised you, supported you, or shifted • What the next chapter needs now that you know what you know If you were at our January gathering, bring whatever you made or wrote — your word, your artifact, your intention. We’ll look at it with fresh eyes. If this is your first time, you belong here too. You’ll start where we all started: with what’s true right now. Optional art materials will be available for anyone who wants to reflect creatively alongside conversation. If you brought something home from January, you’re warmly invited to bring it back. The intention is the same as always: everyone leaves feeling more clear, more connected, and a little lighter. Space is intentionally limited to keep the experience intimate. What to Expect • A small, welcoming circle (not a large meetup) • Structured conversation so everyone has space to speak • Reflection, listening, and lived experience — not advice-giving • Optional creative reflection alongside conversation • A calm, supportive environment Who This Is For Women and underrepresented folks working in or around agile, product, technology, leadership, or organizational change — especially those looking for honest conversation and community beyond frameworks and buzzwords. Good to Know • No preparation required • If you attended in January, we invite you to bring anything you created or wrote (or something that represents your intention at the start of the year) - it’s optional but invited • Participation is invitational; listening is always welcome • Creative activities are optional

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Join Neurospicy Columbus at the Stauff's for coffee and then a stroll through the Book Loft nearby! This will be a friendly chat for like minded individuals with Autism and/or ADHD (or somewhere on the Neurodiverse Spectra).

We'll meet at The Capital One Café, 167 Easton Town Center, Space A-103. This is in the main mall where the Microsoft store used to be, on your left if you're standing at the bottom of the AMC Theater escalator. Join us on Saturday for an hour of uninterrupted wordmaking! • What we'll do Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 10AM on Saturday mornings. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. SCHEDULE: 10:00 - SESSION 1: quick intros. 10:10 - timer starts: write for 1 hour. 11:10 - chat / take off / keep writing. OPTIONAL SOCIALIZING happens at 11A-11:30ish. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. BEING LATE IS OKAY: just show up and get settled, then check-in with me after the session. (I’ll be the person with the Shut Up & Write! sign.) If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! • What to bring Whatever you need to be able to write! Bring earbuds/earplugs if you want to block noise or the occasional conversation by other patrons. Electrical outlets are limited, so charge your devices before whenever possible. See you at The Café on Saturday!

Love getting lost in a good book? [The Book Loft](https://www.bookloft.com/) of German Village is an iconic independent bookstore packed with hard-to-find literary treasures! This isn’t your run-of-the-mill bookstore; it’s a 32-room literary wonderland that would make even the most seasoned bibliophile’s head spin (one of the largest in the country)! **MEET**: We'll gather outside the storefront and then start browsing... **DESSERT**: We'll grab some famous macaroons to start our foodie tour. [Pistacia Vera](https://www.pistaciavera.com/) is a delicious bakery and cafe in the German Village. This charming shop is especially known for its classic macarons. **LATE LUNCH:** *After we browse the bookstore maze, let's gather for the best traditional Jewish deli in town, [Katzingers!](katzingers.com) Choices include stacked Reubens, hot pastromi on rye, chicken salad, macaroni salad, knish, chicken soup, NY cheesecake, and dozens of other sandwiches and sides!* **PARKING**: Street parking all around here. Check the parking time limit. The bookstore and the foodie stops are all on 3rd Street within 4 blocks on the same side of the street.

**💝 Meet Columbus Singles Tonight – Hosted Speed Dating on Zoom** A hosted online speed dating experience for Columbus locals. Join from home, get paired with Columbus singles your age, and have real conversations on Zoom. A host manages everything so you can just relax and enjoy. **Choose your age range to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 🎯 **Especially useful for:** - 💡 Singles in Columbus who want to meet people from home - 💡 First-timers new to speed dating 🛠 **What the flow looks like** 1. **Register** – Select your age group above and sign up. 2. **Fill in the matching quiz** – Helps us find your ideal matches for the evening. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 🗂 **Quick details** - **Format:** Hosted on Zoom – one-on-one video dates - 🚀 **Location:** Your space – couch, desk, wherever suits you 💡 **Tip:** Just be yourself. That's always the best approach. **Frequently Asked Questions** **How long are the chats?** A few minutes each — just enough to get a sense of someone. **What if I'm shy?** --- ✨ Register, take the quiz, and connect with Columbus locals tonight. 🦋 ✨ Quick version: this one gets straight to the point. Everything important, without the extra padding.

Walk for Children - 2026 Save Soil Walkathon in Columbus 🌍 Over 52% of the world soil is degraded and scientists warn we may have only a few decades of fertile soil left. As Sadhguru shares, soil is a living system—and when it degrades, our food, health, and future are at risk. https://www.youtube.com/watch?v=hyT-6qiubd0 🚶‍♂️🌎This Earth Day, Join the Walk for Children-2026 SaveSoil 5K Walkathon here in Columbus and help raise awareness about soil for the future of our children! Every step you take helps: ✔️ 1. Raise awareness in your communities about protecting and restoring soil. ✔️ 2. Supports sustainable food systems. ✔️ 3. Helps secure our children’s future. 📅 Date: April 26, 2026 📍 Location: Scioto Audubon Metro Park Check-in address 400 W Whittier St, Columbus, OH 43215 ⏰ Time: 8:30 a.m. check-in event starts at 9:30 a.m. 👉 Register here: https://www.eventbrite.com/e/walk-for-children-2026-save-soil-walkathon-in-columbus-registration-1986596534713?aff=oddtdtcreator 👉🏼Free and Open to All. Share this message and bring your neighbours, friends & family along to celebrate our planet! Let’s make it happen!

**✨ Online Speed Dating – Real Fort Wayne Locals, Live on Zoom** We pair you by personality and age so every conversation feels natural. Each round is a brief one-on-one Zoom chat with a Fort Wayne local paired by age and personality. A host keeps the pace comfortable. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 🎯 **Especially useful for:** - 🎉 People re-entering the dating scene after a break - Introverts who shine in one-on-one conversations 🗂 **Quick details** - **Format:** Live on Zoom – guided rounds from your home - **Location:** From home – all you need is Wi-Fi and a webcam 🧭 **How the session runs** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Fort Wayne singles. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 💡 **Tip:** Prepare a couple of questions — it keeps the conversation moving. --- ✨ Speed dating from home — easy, fun, and personality matched. ❤️‍🔥 ✨ Compressed version with the essentials only. Fast to read, easy to act on.

**🫶 Virtual Speed Dating – Indianapolis Singles, Curated by Personality** Online speed dating for Indianapolis locals — hosted live on Zoom, personality matched. We match you with compatible Indianapolis locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Register under your age group:** - ⚡ **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 👥 **Best for:** - Singles who prefer a hosted, structured experience - Indianapolis locals after personality-matched dates ⭐ *"Ideal for introverts. Felt at ease the entire time."* – Indianapolis attendee **At a glance** - **Format:** Live on Zoom – guided rounds from your home - 💡 **Location:** Your space – couch, desk, wherever suits you 🔄 **What to expect** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Indianapolis singles. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 💡 **Tip:** Good lighting and a clean background make a big difference. **Frequently Asked Questions** **Do I need anything besides Zoom?** Just Zoom, a webcam, and Wi-Fi. That's it. **What's the personality quiz for?** **Is my info private?** --- ✨ Meet Indianapolis singles from home. Sign up and we'll take care of the rest. 💖 ✨ Quick version: this one gets straight to the point. Everything important, without the extra padding.

**🦋 Online Speed Dating – Real Detroit Locals, Live on Zoom** We pair you by personality and age so every conversation feels natural. Quick, hosted rounds on Zoom with Detroit singles paired to your age group and personality. No awkward pauses — just natural conversation. **Choose your age range to register:** - 💡 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Detroit&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Detroit&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 👥 **Best for:** - 🔥 Busy professionals who don't want to waste evenings - People re-entering the dating scene after a break 🛠 **What the flow looks like** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Detroit singles. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. **At a glance** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** From home – all you need is Wi-Fi and a webcam ⭐ *"So much better than apps. Actual conversations with real people."* – Detroit attendee **Frequently Asked Questions** **How long are the chats?** A few minutes each — just enough to get a sense of someone. **What's the personality quiz for?** **What happens after?** --- ✨ Register, take the quiz, and connect with Detroit locals tonight. 🦋 ✨ Quick version: this one gets straight to the point. Fast to read, easy to act on.

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 want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

**🦋 Online Speed Dating via Zoom – Connect with Detroit Singles Tonight!** For this online speed dating version, the host and the people in the room matter as much as the agenda. The experience is designed to feel guided, welcoming, and social. We pair you by personality and age so every conversation feels natural. Quick, hosted rounds on Zoom with Detroit singles paired to your age group and personality. No awkward pauses — just natural conversation. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - ✨ **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - ✨ **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 🎯 **Great fit for:** - First-timers new to speed dating - People re-entering the dating scene after a break - ⚡ Singles in Detroit who want to meet people from home 🛠 **What the flow looks like** 1. **Sign up** – Tap the link for your age range above. 2. **Take the personality quiz** – We use it to pair you with compatible Detroit singles. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Speed date** – One-on-one rounds with personality-matched Detroit locals. 📍 **Event snapshot** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** From home – all you need is Wi-Fi and a webcam - **Host:** Live host handling rounds and introductions **Frequently Asked Questions** **How long are the chats?** A few minutes each — just enough to get a sense of someone. **What's the personality quiz for?** --- ✨ Meet Detroit singles from home. Sign up and we'll take care of the rest. 🦋 ✨ Short-form version for faster scanning. Fast to read, easy to act on. 🤝 **Community angle** - The community matters as much as the session itself - The structure is designed to help people settle in quickly - The atmosphere is guided, social, and easy to join It is meant to feel like the start of ongoing relationships, not just a single session on the calendar.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

We invite you to an in-person session in Seattle exploring the real impact of AI on knowledge-driven industries — from shifting economics and the disruption of traditional SaaS and consulting models to where organizations can still build lasting competitive advantage. As AI platforms like ChatGPT, Claude, and Gemini continue to redefine how work gets done, organizations face a critical question: how can they adapt, remain competitive, and create lasting value? We’ll discuss practical strategies for integrating AI while preserving human expertise, along with actionable approaches to upskilling teams for an AI-driven workplace. Drawing on real-world experience from training thousands of professionals and deploying AI solutions, this session will provide clear, applicable insights for today’s evolving landscape. Following a short presentation, the session will open into an interactive discussion where attendees can share perspectives and explore key questions around the evolving role of humans, organizational adaptation, and staying competitive in an AI-first world. **Who should attend:** • Executives and managers in SaaS, consulting, and knowledge-driven organizations • Professionals exploring AI upskilling and workforce transformation • Anyone interested in the future of AI and knowledge work 📍 **Location:** Data Science Dojo, 5010 148th Ave NE, Suite 200A, Redmond, WA, United States 🔗 **Google Maps:** [https://lnkd.in/d8WA-yNc](https://lnkd.in/d8WA-yNc) **💻 Online Access:** A livestream will be available for those unable to attend in person; however, the full interactive experience is reserved for in-person participants.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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