Data Mining

**✨ Virtual Speed Dating – Cincinnati Singles, Curated by Personality** The point of this online speed dating event is not just the content. It is the room, the host, and the feeling that people are joining something they can return to. We pair you by personality and age so every conversation feels natural. Each round is a brief one-on-one Zoom chat with a Cincinnati local paired by age and personality. A host keeps the pace comfortable. **Pick your age group and sign up:** - ⚡ **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - 💡 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - ✨ **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 🎯 **Great fit for:** - People fed up with swiping who want actual conversation - Singles in Cincinnati who want to meet people from home - 🔥 Anyone curious about speed dating in a relaxed setting 🔄 **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 Cincinnati singles. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 4. **Meet your matches** – Cycle through short chats with compatible Cincinnati singles. 📍 **Event snapshot** - **Format:** Zoom video session – short timed rounds - **Location:** Your space – couch, desk, wherever suits you - **Host:** Live host handling rounds and introductions 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. ⭐ *"I was nervous but the host made it effortless. Met someone wonderful first try."* – Cincinnati single --- ✨ Your next match could be one Zoom call away. ✨ ✨ Lean version: fewer words, same core offer. Everything important, without the extra padding. 🤝 **Community angle** - The structure is designed to help people settle in quickly - Repeat attendees help create familiarity and momentum - The community matters as much as the session itself The long-term goal is a room people want to come back to, not a one-off event people forget about.

**✨ 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.

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!

**💝 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.

**🦋 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.

**🫶 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.

A movie this big deserves a big dinner! Join us after MICHAEL for fun and delicious dinner at another CMG-favorite restaurant, CAP CITY FINE DINER! RSVPs are limited for the dinner portion of this event! Here are complete details: CAP CITY FINE DINER: This upscale diner from Cameron Mitchell is known its “retro-cool” atmosphere, modern twists on classic comfort food and their “showstopper” desserts! The menu reimagines nostalgic dishes like meatloaf, beef stroganoff, and pot roast with gourmet twists. The menu also offers vegetarian, vegan and gluten-free options with lots of apps, cocktails, salads, sandwiches, burgers (including a black bean veggie burger), the most welcome return of their Veggie Plate (with Hummus) and more. Desserts include their 24K Carrot Cake, Coconut Cake and Chocolate Covered Peanut Butter Pie. MENU: [https://capcityfinediner.com/locations-menus/gahanna/menus/dinner/](https://capcityfinediner.com/locations-menus/gahanna/menus/dinner/) RSVP: Dinner immediately following the movie at nearby CAP CITY FINE DINER! Please RSVP for here for the dinner portion of this event at Cap City Fine Diner. Since the dinner portion of this event is limited, please only RSVP if you plan to attend. If your plans change, please update your RSVP as early as possible. Please RSVP in both events, if you plan to attend the movie and dinner. Look forward to seeing you there, Dan

**✨ Cleveland Speed Dating – Personality Matched & Hosted on Zoom** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Speed dating from home — connect with real Cleveland singles on Zoom. We match you with compatible Cleveland locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - 💡 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - 🚀 **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&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. --- 🎯 **Especially useful for:** - Anyone curious about speed dating in a relaxed setting - ⚡ Singles in Cleveland who want to meet people from home - 🎯 People fed up with swiping who want actual conversation 🧭 **How the session runs** 1. **Pick your age group** – Register through your link above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Chat** – Quick timed rounds with Cleveland singles paired to you. 📍 **Event snapshot** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** Online from home – no need to go anywhere - **Host:** Live host handling rounds and introductions 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. **Frequently Asked Questions** **What happens after?** Mutual matches are sent out after the event. **Do I need experience?** **What if I'm shy?** --- ✨ Meet Cleveland singles from home. Sign up and we'll take care of the rest. 💝 ✨ Quick version: this one gets straight to the point. Concise by design so people can decide quickly. 🤝 **Community angle** - Repeat attendees help create familiarity and momentum - The atmosphere is guided, social, and easy to join - The community matters as much as the session itself We are building this around repeat faces, good energy, and a community that grows event by event.

**✨ Virtual Speed Dating – Toledo Singles, Curated by Personality** This online speed dating format leans into the human side: strong hosting, repeat attendees, and a sense that the event is part of a growing community. A hosted online speed dating experience for Toledo locals. You'll cycle through short one-on-one video chats with Toledo locals matched to you by age and personality. A host keeps the evening flowing smoothly. **Find your age group below:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 🎯 **Especially useful for:** - 🚀 Anyone curious about speed dating in a relaxed setting - Introverts who shine in one-on-one conversations - 🚀 Singles in Toledo 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 Toledo singles. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 4. **Chat** – Quick timed rounds with Toledo singles paired to you. 🗂 **Quick details** - **Format:** Live on Zoom – guided rounds from your home - **Location:** Online from home – no need to go anywhere - **Host:** Professional host keeping the evening smooth and relaxed 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. --- ✨ Register, take the quiz, and connect with Toledo locals tonight. 💘 ✨ Compressed version with the essentials only. Concise by design so people can decide quickly. 🤝 **Community angle** - The host keeps the pace clear and the room welcoming - The community matters as much as the session itself - The structure is designed to help people settle in quickly We are building this around repeat faces, good energy, and a community that grows event by event.

**✨ Speed Dating on Zoom – Personality Matched for Toledo Locals** 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. Ditch the apps. Meet Toledo singles face-to-face on Zoom tonight. Quick, hosted rounds on Zoom with Toledo singles paired to your age group and personality. No awkward pauses — just natural conversation. **Find your age group below:** - 🎉 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - 🚀 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - ⚡ **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- ✅ **You will like this if:** - 🚀 Introverts who shine in one-on-one conversations - People fed up with swiping who want actual conversation - People re-entering the dating scene after a break ⭐ *"So much better than apps. Actual conversations with real people."* – Toledo attendee **How the event unfolds** 1. **Pick your age group** – Register through your link above. 2. **Fill in the matching quiz** – Helps us find your ideal matches for the evening. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 4. **Speed date** – One-on-one rounds with personality-matched Toledo locals. 📌 **What to know** - **Format:** Zoom video session – short timed rounds - 🎉 **Location:** Wherever you're comfortable – no venue, no travel - ✨ **Host:** Professional host keeping the evening smooth and relaxed 💡 **Tip:** Just be yourself. That's always the best approach. --- ✨ Your next match could be one Zoom call away. � ✨ Short-form version for faster scanning. Built for clarity over length. 🤝 **Community angle** - The host keeps the pace clear and the room welcoming - The atmosphere is guided, social, and easy to join - The structure is designed to help people settle in quickly It is meant to feel like the start of ongoing relationships, not just a single session on the calendar.

**✨ Columbus Virtual Speed Dating – Hosted, Curated & on Zoom** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Genuine conversations with real locals — all from your living room. It's simple: complete a short personality quiz, jump on Zoom, and meet Columbus singles in guided one-on-one rounds. Matches shared afterwards. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- ✅ **You will like this if:** - First-timers new to speed dating - Busy professionals who don't want to waste evenings - 🎉 Singles who prefer a hosted, structured experience 📍 **Event snapshot** - **Format:** Virtual on Zoom – hosted and well-structured - 💡 **Location:** Wherever you're comfortable – no venue, no travel - **Host:** Professional host keeping the evening smooth and relaxed 🛠 **What the flow looks like** 1. **Pick your age group** – Register through your link above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. 4. **Meet your matches** – Cycle through short chats with compatible Columbus singles. 💡 **Tip:** Good lighting and a clean background make a big difference. **Frequently Asked Questions** **Is my info private?** Absolutely. Contact details are only exchanged on mutual match. **What's the personality quiz for?** --- ✨ Real people, real conversations — all from your home. 💕 ✨ Compressed version with the essentials only. Built for clarity over length. 🤝 **Community angle** - The host keeps the pace clear and the room welcoming - The community matters as much as the session itself - Repeat attendees help create familiarity and momentum We are building this around repeat faces, good energy, and a community that grows event by event.

**Hosted by Unity of Columbus \| Facilitated by Carisa Holmes\, EFT Practitioner** Join us for a powerful and uplifting workshop where you’ll be introduced to **Emotional Freedom Techniques (EFT), also known as tapping**—a simple, effective method that helps release stress, calm the mind, and restore emotional balance. In today’s fast-paced world, many of us carry tension, anxiety, and emotional blocks that impact our well-being. This interactive session will guide you through practical techniques you can use anytime to create a sense of peace and clarity.

**💓 Speed Dating from Home – Meet Cleveland Singles Live on Zoom** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Speed dating from home — connect with real Cleveland singles on Zoom. It's simple: complete a short personality quiz, jump on Zoom, and meet Cleveland singles in guided one-on-one rounds. Matches shared afterwards. **Pick your age group and sign up:** - ✨ **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=circle-of-singles-connecting-in-person&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=circle-of-singles-connecting-in-person&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=circle-of-singles-connecting-in-person&ar=40-58&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 🎯 **Especially useful for:** - 🚀 Cleveland locals after personality-matched dates - Anyone who likes connecting online before meeting face-to-face - 🔥 Busy professionals who don't want to waste evenings ⭐ *"So much better than apps. Actual conversations with real people."* – Cleveland attendee 🧭 **How the session runs** 1. **Pick your age group** – Register through your link above. 2. **Take the personality quiz** – We use it to pair you with compatible Cleveland singles. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. 4. **Meet your matches** – Cycle through short chats with compatible Cleveland singles. 🗂 **Quick details** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** Wherever you're comfortable – no venue, no travel - **Host:** Friendly host guiding every round 💡 **Tip:** Just be yourself. That's always the best approach. --- ✨ Your next match could be one Zoom call away. 💗 ✨ Short-form version for faster scanning. Everything important, without the extra padding. 🤝 **Community angle** - Repeat attendees help create familiarity and momentum - The community matters as much as the session itself - The atmosphere is guided, social, and easy to join We are building this around repeat faces, good energy, and a community that grows event by event.

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.

**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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

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!.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Location will be around Gahanna. TBD

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!