Apache Spark

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

**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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

**Over time I'm hoping to organize a hike to all the Franklin County Metro Parks. This is the first one so if you're interested jump in!** **We'll start with the Canopy Walk, a cool feature of this park. Climb 100 stairs to the top - or take the elevator if stairs aren't your thing. At the top there are a bunch of things to play on - a rope bridge, a fireman pole that we can slide down - and more! About fifteen minutes there and we'll head to the natural trail, Buttonbush, Maple and Beech Trail for 2.2 miles then do a 1.7 mile loop on the paved Greenway Trail. We'll be passing our cars as we transition if you only want to do the first loop, or the second loop. Pace of around 3.5 mph but no one left behind.** **If there is an interest we can grab lunch nearby afterward at Prost Beer and Wine Cafe. Www.prostcafe.com** **Blacklick Woods Canopy Walk is at 6711 East Livingston Ave, Reynoldsburg OH**

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!

Newark Area Traders and Exchangers Please join us! You won't want to miss this meeting! We have new investor topics every week. Finally, we will go over properties for sale, needs, and wants. Please carve out time to come join us Friday at 8 a.m. EST Don't forget to like us on Facebook, Newark Area Traders and Exchangers. NEWARK AREA TRADE & EXCHANGERS 975 Mt. Vernon Rd. (Entry at the front doors) Newark, OH 43055 Dues are $5 minimum per person, per week. Part of this goes to our treasurer to fund the meeting and the balance to the church for the use of their room. “Opportunity for Generosity”! Founders: Gerald DePalmo and Furman Tinon (and others) Established 60 +/- years ago and still going strong! Zoom meeting. Topic: NEWARK AREA TRADE & EXCHANGERS Time: 08:00 AM Eastern Time (US and Canada) Please download and import the following iCalendar (.ics) files to your calendar system. Weekly: [https://us02web.zoom.us/meeting/tZcrfuuoqTMvH9Ox4pAJb3wmj1KuwP_Vuylj/ics?icsToken=98tyKuGrqDIoGtOdtRyARpwqBIr4a_TwtlxYgvpyhEv1IgpRMRT7PLNpJ6VPL-7F](https://us02web.zoom.us/meeting/tZcrfuuoqTMvH9Ox4pAJb3wmj1KuwP_Vuylj/ics?icsToken=98tyKuGrqDIoGtOdtRyARpwqBIr4a_TwtlxYgvpyhEv1IgpRMRT7PLNpJ6VPL-7F) Join Zoom Meeting [https://us02web.zoom.us/j/83692078557?pwd=OXNKVGk4alRPNG1BdlNhdFNDQTFSUT09](https://us02web.zoom.us/j/83692078557?pwd=OXNKVGk4alRPNG1BdlNhdFNDQTFSUT09) Meeting ID: 836 9207 8557 Passcode: 215853 One tap mobile +13462487799,,83692078557#,,,,\*215853# US (Houston) +16699006833,,83692078557#,,,,\*215853# US (San Jose) Dial by your location +1 346 248 7799 US (Houston) +1 669 900 6833 US (San Jose) +1 929 205 6099 US (New York) +1 253 215 8782 US (Tacoma) +1 301 715 8592 US (Washington DC) +1 312 626 6799 US (Chicago) Meeting ID: 836 9207 8557 Passcode: 215853 Find your local number: [https://us02web.zoom.us/u/kc1yVEZLS1](https://us02web.zoom.us/u/kc1yVEZLS1)

While some are still meeting online, this is an in person event. Please note that we have attendees of all levels of speaking, including some native speakers. All are welcome! Also, as we meet at the same time and place each week, many don’t RSVP on the app, so we will likely have more attendees than noted here. Note: if you are asked to pay and upgrade the Meetup app, this is not necessary. You can ignore this and still attend our meetings. Find us on our [Facebook group](https://www.facebook.com/share/g/1EKw86WJCp/?mibextid=wwXIfr).

**💝 Online Speed Dating via Zoom – Connect with Cleveland Singles Tonight!** 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=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=Cleveland&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ 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:** - 🚀 Anyone who likes connecting online before meeting face-to-face - Busy professionals who don't want to waste evenings ⭐ *"I was nervous but the host made it effortless. Met someone wonderful first try."* – Cleveland single 📍 **Event snapshot** - 💡 **Format:** Zoom video session – short timed rounds - 🚀 **Location:** Online from home – no need to go anywhere **How the event unfolds** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Cleveland singles. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. --- ✨ Your next match could be one Zoom call away. 🫶 ✨ Lean version: fewer words, same core offer. Everything important, without the extra padding.

Early-bird coffee and conversation at [Grandview Grind](https://www.facebook.com/profile.php?id=100063534163841)!

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

💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!** **🔴 MUST READ: RSVP Alone Won't Get You In!** To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone! **📋 Choose Your Age Range Below to Register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=community-of-local-singles-mixer-events&ar=18-32&face_v=7.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=community-of-local-singles-mixer-events&ar=30-46&face_v=7.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=community-of-local-singles-mixer-events&ar=40-58&face_v=7.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=community-of-local-singles-mixer-events&ar=55+&face_v=7.0) --- 🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself. 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - First-time speed daters seeking a welcoming, easy experience - First-timers who want to date without the pressure of face-to-face meetings - Busy professionals who value their time and comfort **How It Works** 1. **Sign Up** – Click the registration link for your age bracket above. 2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening. 3. **Connect on Zoom** – No setup needed. Just click the link and you're in! 4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Cincinnati singles who share your vibe. 5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you! **Event Details** - **Format:** Hosted live on Zoom – guided, fun, and stress-free - **Location:** No venue needed – just a comfy seat and a good internet connection - **Host:** Your personal guide through the evening – friendly, encouraging, and fun - **Vibe:** Light-hearted, easy-going speed dates with open-minded Cincinnati singles - **Accessibility:** Join from any device – laptop, tablet, or phone - **Duration:** About 60–90 minutes of structured, fun conversations **Frequently Asked Questions** **How long are the conversations?** Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting! **What happens after the event?** We reveal mutual matches after the event. If you both liked each other, we help you connect! --- ✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨

**💓 Springfield Zoom Speed Dating – Personality & Age Matched** 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. Ditch the apps. Meet Springfield singles face-to-face on Zoom tonight. Quick, hosted rounds on Zoom with Springfield singles paired to your age group and personality. No awkward pauses — just natural conversation. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - 🌍 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - 🔥 **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ 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. --- 🎯 **Great fit for:** - 🚀 Singles in Springfield who want to meet people from home - ✨ Anyone who likes connecting online before meeting face-to-face - 🎉 Introverts who shine in one-on-one conversations 📍 **Event snapshot** - **Format:** Zoom video session – short timed rounds - **Location:** Online from home – no need to go anywhere - 🔥 **Host:** Experienced host steering the session **How the event unfolds** 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. **Speed date** – One-on-one rounds with personality-matched Springfield locals. **Frequently Asked Questions** **Do I need anything besides Zoom?** Just Zoom, a webcam, and Wi-Fi. That's it. **Is my info private?** **What happens after?** --- ✨ Meet Springfield singles from home. Sign up and we'll take care of the rest. � ✨ Compressed version with the essentials only. Concise by design so people can decide quickly. 🤝 **Community angle** - Repeat attendees help create familiarity and momentum - The structure is designed to help people settle in quickly - 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.

**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

**💖 Virtual Speed Dating – Columbia 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. Meet Columbia singles from home. We sort the matching, you just turn up. Quick, hosted rounds on Zoom with Columbia 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=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 👥 **Best for:** - Anyone curious about speed dating in a relaxed setting - Introverts who shine in one-on-one conversations - People re-entering the dating scene after a break 📍 **Event snapshot** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - **Host:** Friendly host guiding every round **How the event unfolds** 1. **Sign up** – Tap the link for your age range 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. **Meet your matches** – Cycle through short chats with compatible Columbia singles. ⭐ *"So much better than apps. Actual conversations with real people."* – Columbia attendee **Frequently Asked Questions** **What happens after?** Mutual matches are sent out after the event. **What's the personality quiz for?** **Do I need experience?** **Do I need anything besides Zoom?** --- ✨ Real people, real conversations — all from your home. 🥰 ✨ 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 - Repeat attendees help create familiarity and momentum The long-term goal is a room people want to come back to, not a one-off event people forget about.

**✨ Speed Dating from Home – Meet Kansas City 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. Meet Kansas City singles from home. We sort the matching, you just turn up. It's simple: complete a short personality quiz, jump on Zoom, and meet Kansas City singles in guided one-on-one rounds. Matches shared afterwards. **Choose your age range to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ 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:** - 🎉 Busy professionals who don't want to waste evenings - Singles who prefer a hosted, structured experience - 💡 Anyone who likes connecting online before meeting face-to-face 🗂 **Quick details** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - **Host:** Friendly host guiding every round 🧭 **How the session runs** 1. **Sign up** – Tap the link for your age range 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. **Speed date** – One-on-one rounds with personality-matched Kansas City locals. 💡 **Tip:** Just be yourself. That's always the best approach. --- ✨ Real people, real conversations — all from your home. 💘 ✨ Compressed version with the essentials only. Built for clarity over length. 🤝 **Community angle** - The atmosphere is guided, social, and easy to join - The structure is designed to help people settle in quickly - The host keeps the pace clear and the room welcoming We are building this around repeat faces, good energy, and a community that grows event by event.

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

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

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.