Apache Spark

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * There's a restroom along the route at [Tuttle Park Community Center](https://maps.app.goo.gl/KTZJgLE1CrrbRNmJ7), which is about two‑thirds of the way from [Clinton-Como Park](https://maps.app.goo.gl/z8Cx8evwLiWundMe8) to our [turnback point](https://maps.app.goo.gl/ZXk7qUVszLQ8EJxHA). * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

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).

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

Take part in our lighthearted mingling with interesting people where you can enjoy meaningful conversations without any awkward small talk. We aim to create a space where everyone feels seen and heard. Tea and pastries on us. Pop in for an opportunity to exchange experiences and discover new viewpoints. Plenty of seating and a chill atmosphere. There's no agenda, no sales pitch, just people getting together.

12:45-3:45 p.m. in the Meeting Room, library lowest level, by the drinking fountain. Bring your yarn projects, meet new friends. If you plan to attend, please RSVP yes. If you can’t attend, please change your RSVP to no. This helps anyone who is waitlisted and it allows me to have an accurate count of attendees as our space is quite limited. Plenty of parking in the lot, in the overflow lot across the street, and on the street. See you there!

You are cordially invited to a beautiful Ladies’ Tea Party. Whether you are a mother, daughter, sister, aunt, grandmother, or wife, this special gathering is a graceful celebration of you—the love you share, the strength you carry, and the elegance you embody. Join us for a refined afternoon of tea and light fare, filled with laughter, meaningful connection, and the opportunity to meet new friends in a warm and welcoming setting. You are also invited to bring your daughters, granddaughters, nieces, and cherished friends as we create a truly memorable experience together.

**🎊 Zoom Speed Dating for Indianapolis Locals from Home** In each session, you'll move through private one-on-one video rounds with Indianapolis people in your age bracket who match your profile, with someone hosting live from start to finish. When booking your spot, you take a quick personality and preferences survey — those results are used to match you with Indianapolis people who are actually compatible, so the format works harder than any dating app. When it is all over, we send mutual match results — with privacy guaranteed for all non-mutual picks — and everything that follows is on your schedule. **Age groups — click yours to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ RSVP is not enough:** Rsvping on meetup does not confirm your spot at the event, so follow the age group link above, register, and complete the personality quiz to lock in your spot — numbers are intentionally limited so register early, and only the combination of both confirms your attendance. --- **The breakdown** 1. **Register** – through the link corresponding to your age range, then complete the personality assessment, because registration closes once spots fill. 2. **Log on** – by opening the session link at the right time, works on any device without requiring a download, and from there a live host guides everything. 3. **Start the rounds** – brief timed one-on-one chats with Indianapolis singles curated for you by age and personality, as the host signals each transition calmly and clearly, knowing the matching already happened before you got on Zoom. 4. **Discover your matches** – mutual selections are shared privately once the evening wraps, with contact info only shared when both of you said yes, and from there you call every shot. **Ideal if you are:** - Someone near Indianapolis who have had enough of apps that waste evenings for no return and are ready for something that feels natural. - Professionals from the Indianapolis area moving on from dating apps that go nowhere and want actual face-to-face conversation. - Someone in the Indianapolis area moving beyond apps that waste evenings for no return and are ready for a genuine first impression. - Members calling Indianapolis home who have given up on profiles instead of real people and are looking for real connection. - Daters from around Indianapolis moving beyond shallow connections that never lead anywhere and want to talk to real people tonight. **The Basics** - **Format:** Real-time via a live video call centred on focused one-on-one video dates, age and personality sorted before the event begins. - **Where:** Fully remote — on whatever device you prefer, no special equipment — just a device with a camera and internet, and wherever you feel at ease is effectively your venue. - **Host:** A professional host handles everything so you just show up and enjoy, meaning you never have to think about the format — every transition and every call to move on is handled. - **Vibe:** Welcoming private Zoom chats with real people from Indianapolis not filtered profiles, and the format itself removes most of the pressure. - **Duration:** Total time is around 75 minutes or so across all rounds, and you will barely notice the time. 💡 **Tip:** clear your background or find a tidy corner, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience. --- ✨ One Zoom call, real conversations, real matches — grab your spot above and the evening takes care of itself tonight. Can not wait to see you there. 🕊️ ✨

💌 **Online Speed Dating for Cincinnati Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**💓 Zoom-Hosted Speed Dating for Toledo People Done with Apps** Each evening, you'll be guided through rapid one-on-one Zoom dates with people from Toledo sorted by age and compatibility, while a live host keeps things smooth throughout. Right after registering, you submit a short personality questionnaire — the quiz results inform who you meet to match you with Toledo singles who are likely to click with you, meaning your rounds are curated and not random. Once it is wrapped up, mutual match details are distributed — exclusively for mutual selections — and it is yours to follow up without any rush. **Find your bracket and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ Important:** An rsvp on this page is not a confirmed spot, so use the link for your age bracket above, sign up, and finish the short personality quiz — spots go quickly so register now rather than later, and both steps together are what confirm your place. --- **Here is how the evening goes** 1. **Lock in your place** – by selecting your age group and following the link, then finish the compatibility quiz, because this step is your confirmation not the RSVP. 2. **Hop on** – via your Zoom registration link at the right time, any device works and no download is required, and the host introduces everyone and gets the rounds started. 3. **Have your dates** – timed one-on-one speed dates with age-matched Toledo locals paired by quiz, as the host handles all transitions so conversations stay natural, since every person you meet was matched to you on purpose. 4. **Review your matches** – after the night mutual match results are sent to both parties, since non-mutual choices are never shared with either party, and you reach out whenever you feel ready. **Who it is for:** - Individuals in Toledo finished with profiles that never convert to actual dates and are ready for a genuine first impression. - Those based in Toledo who are tired of endless scrolling and zero real dates and need a better way to meet people. - Anyone locally in Toledo moving beyond swiping left and right with no results and are ready for a genuine first impression. - Daters around Toledo who no longer want app fatigue and empty match queues and are serious about meeting someone. - People calling Toledo home wanting to escape swiping left and right with no results and are after something more than a swipe can offer. **Event Info** - **Format:** Host-managed through Zoom video built around curated one-on-one dates, personality-first and age-grouped at every stage. - **Where:** From home — on any screen with a camera and mic, Wi-Fi and a front-facing camera covers it completely, and any quiet space with good lighting will do fine. - **Host:** A welcoming host runs the session from the opening to the final round, so every conversation gets your full attention — there is nothing on your end to organise or manage. - **Vibe:** Comfortable short conversations with Toledo people who are ready for something real, and the whole thing is better than you would expect. - **Duration:** Roughly 60 to 75 minutes from host intro to final round, with most rounds feeling short. ⭐ *"Tried it once and booked again — did not feel awkward at all"* – Toledo attendee 💡 **Helpful hint:** prepare one or two opening questions, and the host takes care of everything else from there, and the host handles everything else from that point. --- ✨ Your next match could be one Zoom call away — grab your spot above and all the logistics are covered this time. See you on the other side. 💎 ✨

💌 **Online Speed Dating for Cleveland Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cleveland singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

Early-bird coffee and conversation at [Kittie's Worthington](https://kittiescakes.com/)!

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

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)

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

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).

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**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