Pattern matching

**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/

**✅ 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.

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)

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 *

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

Come assist Van Buren Shelter (https://ymcacolumbus.org/locations/vanburen) staff in serving dinners and cleaning up on the 3rd Tuesday of each month. Dinner for the women is 5-6 pm and for the families is 6:15-7:15 pm. There is ample free parking available in the shelter's lot. The recommended area to park is in green in the image above. There will be a new entrance for the time being. We are asking all volunteers to enter through the Donation Dock door, the orange mark on the image above. This door is located between the Single Adults and Family Shelter. You will see 2 large garage doors with a large green trash compactor in the center. Please head to the closest garage door to the building wall, with a ramp leading up. There, you will see a door with a sign stating instructions on how to enter the building. Please ring the doorbell, and a staff member will come and escort you into the building. If a staff member takes longer than 5 minutes, please call the front desk at 614-689-2020. This is a new process for us, and we do not want to keep you waiting! We appreciate your patience as we navigate this temporary change. The shelter needs a volunteer count the day before the event so sign-up ends Monday at 4:50 PM. Afterwards some of us go to the Omnipresent Atheists Weekly Meetup in progress to have a bit to eat or drink (http://www.meetup.com/omnipresentatheists/). Volunteers must be 14 or older. Since we will be working around families, the YMCA does not permit volunteering by individuals with convictions for violent or sexual crimes. The YMCA reserves the right to run background checks on volunteers. For questions, comment on this page or contact: Andrew, awhit12@yahoo.com, (614)937-5802 (cell). Please let Andrew know if you volunteer anytime other than our COUNT events so that he can count your hours toward our service record.

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/columbus-oh/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

**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're invited to join local Columbus animal advocates as we watch PETA's workshop together on cage-free campaigns. Free vegan pizza will be provided! After the workshop Q&A, we'll have a group discussion and brainstorm on future activism plans. Hope to see you there!** **Here are the details:** **WHEN: Tuesday, May 19, 2026 at 6pm EST** **WHERE: KTC Columbus** **If you cannot attend in person, you can still view the workshop virtually at https://www.facebook.com/events/1567122777711333** **Here's some background on the workshop:** **Please join us for an eye-opening online PETA Playbook discussion with PETA’s Associate Director of Vegan Campaigns, Amber Canavan, where we’ll ask the hard-hitting questions about the cage-free campaigns and their impact on both hens and vegan efforts.** **Whether you’re looking to strengthen your outreach or sharpen your messaging around the egg industry’s humane-washing tactics, this workshop will give you practical tools to help others understand what “cage-free” really means for hens and why the label is misleading.** **We’ll explore how to keep conversations respectful, fact-based, and focused on the animals’ reality while encouraging others to take effective action.** **Please join us for this important workshop to learn how you can cut through cage-free marketing and help animals.** **Come ready to learn, ask questions, and ignite your activism for animals!**

Join us for a relaxed and enjoyable brunch at 17 Arrows Kitchen and Bar! This is a great opportunity to meet new people, enjoy good food, and ease into the weekend with great conversation. Whether you’re new to the group or it’s your first event, you’ll feel right at home.

**🪷 Speed Dating Live on Zoom for Singles near Surrey** You get to cycle through rapid one-on-one Zoom dates with Surrey singles matched by age and personality, while the host manages transitions so you can focus on the person in front of you. As part of the process, a two-minute quiz captures your personality — those details are used to identify compatible Surrey singles for your rounds, so the format works harder than any dating app. Once it is wrapped up, we send mutual match results — with nothing shared unless both parties agreed — and you are in control of what happens next. **Your age group, your link:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Required step:** This rsvp does not equal a reserved seat, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is intentionally small so get in early, and your place is confirmed only once you have done both. --- **Your evening, step by step** 1. **Claim your spot** – by tapping the link for your age group, then finish the compatibility quiz, as the quiz plus registration is what counts. 2. **Jump on Zoom** – by clicking the Zoom link at the event start time, zero setup is required — just open the link, and once you are in the host handles the rest entirely. 3. **Have your dates** – short one-on-one rounds with personality-matched Surrey locals in your group, as the host signals each transition calmly and clearly, and the people in your rounds were sorted specifically for you. 4. **Find your matches** – mutual matches are sent to you privately after the event ends, since non-mutual choices are never shared with either party, and once you have it you decide how and when to connect. **Who shows up:** - Members from Surrey bored of dating apps that go nowhere and want to meet real locals without the faff. - First-timers from around Surrey looking beyond the app treadmill that goes in circles and are serious about meeting someone. - Individuals across Surrey getting away from apps that waste evenings for no return and want to meet real locals without the faff. - Residents from around Surrey looking beyond swiping with nothing to show for it and prefer meeting people in person first. - Locals calling Surrey home getting away from dating apps that go nowhere and are ready for a genuine first impression. **About the Event** - **Format:** Dedicated and hosted via Zoom with back-to-back private rounds per pair, sorted by personality quiz and age for every round. - **Where:** At-home — on any internet-connected device, no special equipment — just a device with a camera and internet, and couch desk or spare room are all equally valid spots. - **Host:** A supportive host guides every round from start to finish, so the evening runs without a hitch — not a single logistical thing is left for you to manage. - **Vibe:** Comfortable video rounds with Surrey singles who are here for the same reason you are, and the host keeps everything comfortable throughout. - **Duration:** Usually sixty to ninety minutes from round one onwards, though times can vary slightly. ⭐ *"Better than expected — way better than anything I have tried before"* – Surrey local, first event 💡 **Worth knowing:** put your phone on silent before joining, and the host takes care of everything else from there, since small prep leads to a noticeably better experience. --- ✨ Done with apps — start here — grab your place above before it goes and we sort the rest this time. See you in the first round. 💕 ✨

**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

**💫 Speed Dating from Home for Vancouver People Done with Apps** Joining means you'll cycle through short private video dates with Vancouver singles age-grouped and personality-curated, while everything stays on track thanks to a live host. When you sign up, a personality questionnaire is built into the sign-up — that information feeds the matching to organise compatible Vancouver locals for your session, which makes every round worth having. After all the rounds, mutual connections are confirmed and shared — with privacy guaranteed for all non-mutual picks — and you take over from there entirely. **Click your age bracket to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ RSVP is not enough:** This rsvp alone will not confirm your attendance, so use your age group link above to register and complete the short personality quiz — spots are kept small by design so register promptly, and your seat is only secure once registration is complete. --- **How the night runs** 1. **Find your age group** – by selecting your age group and following the link, then fill in the personality questions as part of registration, as both are needed to secure your spot. 2. **Join the video call** – by clicking the Zoom invite at the event time, works anywhere with a camera and internet, and everything from that point is handled by the host. 3. **Connect** – live one-on-one video rounds with Vancouver people matched to you by age and quiz, as the host keeps everything smooth and well-timed, as each round is with a Vancouver local matched to your profile. 4. **Check your results** – after the event you will receive any mutual match details, with unmatched selections never disclosed to anyone, and you are in control of everything that happens next. **Who shows up:** - Professionals around Vancouver bored of profiles that never convert to actual dates and want to try something that actually works. - Those living in Vancouver looking beyond unread messages and dead-end conversations and want actual face-to-face conversation. - Someone within Vancouver ready to move past the app treadmill that goes in circles and want to meet real locals without the faff. - Locals based in Vancouver looking beyond digital dating that never converts to anything real and value real conversation over curated profiles. - Members across Vancouver who have had enough of conversations that fizzle before a first date and need a better way to meet people. **Event Overview** - **Format:** Dedicated and hosted over Zoom with back-to-back private rounds per pair, paired by age bracket and quiz results throughout. - **Where:** All online — from your laptop or mobile device, the only requirement is a device with a camera and internet, and you can join from wherever feels comfortable. - **Host:** An engaging host runs the session from the opening to the final round, which makes the whole thing feel effortless — the host owns the evening so you can simply enjoy it. - **Vibe:** Refreshingly easy individual rounds with Vancouver area people who prefer real conversation, and the conversation always feels more real than an app date. - **Duration:** Roughly an hour and a half including the welcome, and the format keeps things moving. 💡 **Useful tip:** close unnecessary browser tabs before the event, because background and lighting matter more than you would think, since small prep leads to a noticeably better experience. --- ✨ Vancouver singles worth meeting are in this event — book your spot above and we will set the rest up for you while places last. See you in the first round. 🥰 ✨

**🌟 One-on-One Speed Dating Online for Richmond Singles on Zoom** Each evening, you'll experience brief timed Zoom sessions with age-matched personality-sorted Richmond locals, as a friendly host guides every transition. As you finalise your spot, you complete a brief compatibility form — we use those answers to put the right Richmond singles in front of you, so every round is informed by more than just looks. Once it is wrapped up, mutual connections are confirmed and shared — contact details flow only on mutual selection — and from there you take it forward at your own pace. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Two steps needed:** Clicking rsvp here is not the same as registering, so register through the age group link, complete the form, and take the two-minute personality quiz — spots fill quickly so do not leave it too long, and the quiz plus registration together hold your place. --- **What to do** 1. **Book your spot** – via your age group registration link, then answer the personality questions, as without this your RSVP holds nothing. 2. **Open the call** – at the event start time via your Zoom link, works anywhere with a camera and internet, and round management is all on the host from there. 3. **Connect** – timed one-on-one speed dates with compatible Richmond singles in your bracket, while the host runs the clock so you can focus on the conversation, as the quiz results already did the work of choosing who you meet. 4. **Check your results** – we reveal mutual matches once the session ends, with contact info only shared when both of you said yes, and you reach out whenever you feel ready. **Best suited to:** - Those throughout Richmond bored of shallow connections that never lead anywhere and want to try something that actually works. - Someone from Richmond moving beyond matches that ghost after two messages and want real chemistry over profile photos. - Professionals throughout Richmond done with matches that fade out before meeting and need a better way to meet people. - Locals from Richmond who are tired of dating apps that go nowhere and are ready for a genuine first impression. - Anyone at all who live in Richmond who are tired of profiles instead of real people and want to try something that actually works. 💡 **Setup tip:** run a quick Zoom test the day before, because background and lighting matter more than you would think, as the host manages the rest and all you need is working tech. --- ✨ Done with apps — start here — book your spot above and everything from there is on us before spots go. Real connection starts here. 🎯 ✨

Hi ladies. We will meet in front of the Nature Center and head to the two Observation decks. We will then hike Hickory Ridge, Ripple Rock, Overlook and Sugarbush trails to get approximately four miles total distance. We will walk approximately a 18 minute mile pace. Please wear appropriate hiking shoes.

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