Tax Reform

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** . 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class . **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** . 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class . **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** . **👉 Buy Advance Tickets Now at:** . https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

No appointment needed - just support from a real, live person. Access services offered through the Ohio Department of Development The Department of Development Minority Business Development Division supports the growth and sustainability of small, minority-owned, and disadvantaged businesses in Ohio. Supporting these businesses means providing them with resources that include technical and professional assistance, access to capital, surety bonding, and connection to business opportunities through the assistance of the Minority Business Assistance Centers (MBAC). The Division leverages these resources to support the achievement of the state's 15% Minority Business Enterprise (MBE) set-aside requirement. The Division works with entrepreneurs and emerging business enterprises to help them achieve scale and market success. The overarching goal is to help small, minority-owned, and disadvantaged businesses contribute to job creation and economic growth in Ohio. The Centers provide the following services: * Accounting assistance * Business management counseling * Completing federal, state, and local certification applications * Contract procurement assistance * Estimating/bidding assistance * Identifying local resources * Loan packaging assistance * Marketing plan development * Referrals to financial assistance program *

Free monthly Lunch + Learn for Columbus business owners. Practical local marketing strategies and real connections. Space is limited so RSVP Marketing Monday Lunch + Learn is a free monthly event for local business owners in Columbus who want practical marketing strategies and real connections with other business owners in their market. Each month covers one actionable local marketing topic. You will leave with one thing you can put to work the same week. This is not a pitch fest. It is a focused conversation with people who are serious about building their local visibility and growing their business. Register here: [https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237](https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237)

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.

We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!

**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

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

Interested? Contact Preston Moore k.preston.moore@gmail.com 614-300-5989 ———————————— Engaging in men’s work is the new way to forge friendships while being open-minded to personal growth. Many men experience healthier relationships, personally and professionally, by engaging in this work. Open Men’s Group is a container for men to share vulnerably without receiving judgment or feedback. We believe that emotionally mature, powerful, compassionate, and purpose-driven men will help heal some of society’s deepest wounds. We support the powerful brilliance of men and we are willing to look at, and take full responsibility for, the pain we are also capable of creating – and suffering. We care deeply about men, our families, communities, and the planet. Visit ManKind Project USA to discover more. https://mkpusa.org/

To secure your spot please register on the official registration site here --> [https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816](https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816) Part of the Pathways to Procurement series. Hear from construction and government leaders, followed by networking. Join us for an engaging panel discussion designed to connect businesses within the construction and government ecosystem. We're bringing together experienced professionals from local government, construction, and related industries to share insights on upcoming projects, procurement processes, and what businesses need to know to successfully engage in public-sector opportunities. Panelists will discuss trends, expectations, and real-world considerations when working with government entities. Following the panel conversation, attendees will have the opportunity to **network with panelists and fellow business owners**, build relationships, and continue the discussion in a relaxed setting with light food and refreshments. **Event Highlights** * Networking * Light food and drinks * Panel Discussion: Expert guidance on upcoming city projects and opportunities Whether you are actively pursuing government contracts or looking to better understand the landscape, this event offers valuable perspectives and meaningful connections.

Join us as we kick off Summer Movie Season with a Happy Hour & a movie event to see the sci-fi action-adventure, THE MANDOLARIAN AND GROGU! The sci-fi action-adventure follows a lone bounty hunter and his apprentice Grogu (Baby Yoda) embark on an exciting new Star Wars adventure. Here are details, a trailer and our plan for this event: DESCRIPTION: In the film, Djarin and his apprentice Grogu are enlisted by the New Republic during a period where remaining Imperial warlords threaten the galaxy. The film is written/directed by Jon Favreau (the mastermind behind the early MCU films) and stars Pedro Pascal, Sigourney Weaver and Jeremy Allen White. TRAILER: https://www.youtube.com/watch?v=uwild1rw7Aw HAPPY HOUR PLAN: For Happy Hour food and drinks before the show we’ll meet in the bar area at nearby Bravo at 5:15pm! We’ll have a section reserved for the group, so keep an eye out for us and we’ll keep one out for you! CMG Pro Tip: If you can, bring cash as it helps make for a quicker exit from the restaurant. MOVIE PLAN: Please purchase your ticket for the 6:45pm showing and meet in the lobby area at 6:30pm! Tickets on sale now and advance purchase as soon as possible is advised! Once you have yours, please list you seat number in the Comments section of this event. Happy Summer and See You Soon, Dan

**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** TBD **YouTube Link** TBD

**✨ Private Online Speed Dating for Fort Wayne Singles on Zoom — All from Your Couch** Throughout the event, you'll engage in hosted video chat rounds with compatible Fort Wayne singles sorted by age and personality, with a real host running the session throughout. Prior to the event, you fill in a quick matching survey — those details are used to connect you with Fort Wayne singles who fit your profile, meaning your rounds are curated and not random. After the final round, mutual match details are distributed — with no one-sided reach-outs ever happening — and you take over from there entirely. **Register via your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=club-for-serious-connections-day-trips&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=club-for-serious-connections-day-trips&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=club-for-serious-connections-day-trips&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Your seat is not locked yet:** Rsvping here does not hold your place in the event, so follow the link for your age group, sign up, and complete the personality matching questionnaire — numbers are intentionally limited so register early, and your place is confirmed only once you have done both. --- **This is for you if:** - Daters living in Fort Wayne wanting to escape dating apps that go nowhere and are ready for something that feels natural. - Anyone across Fort Wayne wanting to escape swiping left and right with no results and prefer meeting people in person first. - Daters across Fort Wayne who no longer want endless scrolling and zero real dates and are ready for something genuine instead. - First-timers in the Fort Wayne area wanting to escape endless scrolling and zero real dates and want actual face-to-face conversation. **How it works** 1. **Find your age group** – by using the link for your bracket above, then take the personality survey, as without this your RSVP holds nothing. 2. **Jump on Zoom** – by clicking into the session at the scheduled start, works anywhere with a camera and internet, and a friendly host manages everything once you are on. 3. **Enjoy the rounds** – private video rounds with Fort Wayne area singles in your age range, with a host keeping rounds moving at a comfortable pace, because no round here is random — everyone was selected. 4. **Receive match results** – after the event you will receive any mutual match details, and only confirmed mutual matches receive each other's contact details, and you follow up at your own speed from there. --- ✨ Fort Wayne singles worth meeting are in this event — pick your age group and sign up and we will take care of the matching this time. Your matches are waiting to be found. 🌻 ✨

**🌸 Virtual Speed Dating for Cleveland Singles from Your Couch — Real Rounds** Each evening, you'll participate in guided one-on-one video rounds with Cleveland singles your age curated by personality quiz, while a host keeps the rounds comfortable. Ahead of joining, you submit a short personality questionnaire — your personality profile from that quiz to line up well-matched Cleveland people for your rounds, so every person you meet has been matched to you on purpose. After the night, we share who chose whom — shared only when both sides chose each other — and the conversation continues on your terms. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Do not lose your spot:** Just clicking rsvp will not save your spot in the session, so follow the age group link above, register, and complete the personality quiz to lock in your spot — limited capacity means you should not wait, and RSVP plus full registration is what holds your seat. --- **This is for you if:** - Locals from Cleveland bored of conversations that fizzle before a first date and prefer meeting people in person first. - Women and men in Cleveland moving beyond digital dating that never converts to anything real and want to meet real locals without the faff. - Someone within Cleveland leaving behind digital dating that never converts to anything real and want to try something that actually works. - Members throughout Cleveland who have given up on matches that ghost after two messages and want to meet real locals without the faff. **Your four steps** 1. **Confirm your place** – via the registration link above for your bracket, then finish the personality questionnaire, as both steps together confirm your attendance. 2. **Open Zoom** – via the Zoom link when the event begins, works on any device without requiring a download, and from there a live host guides everything. 3. **Meet your matches** – timed one-on-one speed dates with personality-matched Cleveland locals in your group, with a friendly host making sure every round feels easy, and the people in your rounds were sorted specifically for you. 4. **Collect your mutual matches** – we reveal mutual matches once the session ends, with contact info only shared when both of you said yes, and the outcome is yours to take forward at your leisure. ⭐ *"Great evening — I will definitely be back"* – Cleveland local, first event 💡 **Before you join:** grab a glass of water before you start, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience. --- ✨ Try something that actually works — grab your place above before it goes and we will do the rest for this event. Real connection starts here. 🌟 ✨

**🌻 Virtual Speed Dating for Singles near Surrey — Real People** Each evening, you'll be guided through short private video dates with Surrey singles age-grouped and personality-curated, as a friendly host guides every transition. Right after registering, a quick compatibility quiz is part of registration — the matching data comes from to pair you with compatible Surrey locals, so your conversations have a better chance of going somewhere. Once the evening wraps up, we share who chose whom — without any awkward one-way messages — and what happens next is entirely up to you. **Sign up below — pick your age range:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=18-32&face_v=5.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=30-46&face_v=5.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=40-58&face_v=5.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=55+&face_v=5.0) **⚠️ Heads up:** Just clicking rsvp will not save your spot in the session, so use your age group link above to register and complete the short personality quiz — capacity is intentionally small so get in early, and the quiz plus registration together hold your place. --- **Made for:** - First-timers around Surrey leaving behind the app treadmill that goes in circles and are serious about meeting someone. - Individuals from around Surrey who no longer want swiping left and right with no results and want real chemistry over profile photos. - People across Surrey wanting to escape profiles that never convert to actual dates and need a better way to meet people. **Details** - **Format:** Dedicated and hosted through Zoom video built around curated one-on-one dates, age-matched and quiz-curated for the whole session. - **Where:** No travel required — on any internet-connected device, nothing is needed beyond a device and a stable connection, and whichever room suits you best is ideal. - **Host:** A welcoming host coordinates every round and every transition, meaning you never have to think about the format — from opening to close everything is taken care of. - **Vibe:** Social individual rounds with Surrey people who wanted something genuine, and the energy in every round is genuinely good. - **Duration:** Typically between one and one-and-a-half hours covering all rounds, and it is over before you know it. **The evening in four steps** 1. **Lock in your place** – using the link that matches your age bracket, then answer the short personality questions, as both steps are required and neither can be skipped. 2. **Hop on** – at the event start time via your Zoom link, no tech headaches involved since you just click and join, and the host takes over from that moment forward. 3. **Get into the rounds** – quick private video rounds with Surrey singles tailored to your age bracket, while a live host keeps the pace comfortable throughout, as the quiz results already did the work of choosing who you meet. 4. **Receive your matches** – once it wraps we notify both sides of any mutual selection, and only confirmed mutual matches receive each other's contact details, and then the rest is yours to decide entirely. ⭐ *"Finally something that is not swiping — met someone I am actually excited about"* – Surrey attendee, second event --- ✨ Try something that actually works — use the link above to register and everything else is sorted before spots go. Can not wait to see you there. 🥰 ✨

Join us as we get together to see the top-reviewed comedy-drama, I LOVE BOOSTERS! The film comes from writer/director Boots Riley and follows a group of shoplifters who take aim at a cutthroat fashion maven. Here are details, trailers and our plan for this event: DESCRIPTION: The film follows a group of shoplifters who take aim at a cutthroat fashion maven. It is written/directed by Boots Riley (Sorry to Bother You) and stars Keke Palmer, Naomi Ackie, Taylour Paige, Poppy Liu, Eiza González, LaKeith Stanfield, Will Poulter, Don Cheadle, and Demi Moore. BUZZ AND ACCLAIM: I Love Boosters was the opening film at this year’s SXSW Festival and premiered to rave reviews! It is currently earning a tremendous 97% positive rating on Rotten Tomatoes where critics call it, “an unexpected celebration of friendship, community, and solidarity.” Others call the film “an exercise in radical empathy,” a “masterful” and “optimistic” film designed to “provoke discussion” while making the audience laugh. TRAILER: [https://www.youtube.com/watch?v=r4lPRISgr9c](https://www.youtube.com/watch?v=r4lPRISgr9c) SUMMER OF ICE CREAM: GRAETER’S! Established way back in 1870 in Cincinnati, this historic, family-owned brand is famous for their delicious small batch ice cream and any chocolate chunk flavors! They are currently the only commercial ice cream maker using the French Pot method that they’ve been using since they first opened! Plus, those chocolate chunks, oh my goodness! Vegan options are available. PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 20 minutes before the show. Advance ticket purchase not required for this theater but Showtime and complete details will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

**✅ Salsa Wednesdays with Todd Smith!** **👉 Beginner Salsa Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Salsa Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Salsa Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/salsa-wednesdays-dance-class-tickets/ **👉 Questions? Text Todd @ (614) 774-8146**

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!