social network analysis

🌟 **A new one-on-one, personality-based connection experience** Many of you have been asking about structured events and if I’d ever bring them back. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1988143914969?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

**BRUNSWICK SUNDAY FIESTA LATINA!** **SALSA & BACHATA LATIN PARTY & SOCIAL** ***with* LIVE LATIN MUSIC** *on* **SUNDAY 17th MAY 2026** *Let the infectious Latin rhythm ignite your passion!* *Enjoy an unforgettable night of live Latin music and dancing!* at **INNER NORTH BREWING COMPANY** **10A RUSSELL STREET** **BRUNSWICK** *Experience the passion and flavour of live Latin music!* *Join us for a memorable, sizzling night of LATIN FEVER!* *featuring* **‘DIRTY LOPEZ’** \- live at **7.45PM**! *One of Melbourne’s favourite LATIN BANDS* *playing their signature energetic and exciting* *Latin rhythms to keep you dancing all night long.* Bring your family, friends, colleagues and put on your dancing shoes! Join us for an unforgettable night of SALSA and BACHATA dancing and Live LATIN Music! **NEW TO SALSA & BACHATA?** **Never danced Salsa or Bachata before?** No problem! Join us and learn how to dance with our fun, relaxed classes. We will have you dancing in no time! Our experienced instructor will kick off the night with a complimentary an all level Bachata and a Salsa class to get you dancing! ***See you on the dancefloor!*** **INNER NORTH BREWING COMPANY & BAR** *is a micro brewery, specialising in producing quality freshly made beers on site, infused with good vibes!* *Give the beers a try. Let’s support the the art of beer craftmanship.* **5.15PM** **PRE-PARTY MEETUP!** Come early and try a freshly made beer with us! Practice your moves, meet and make new friends before classes start! \| **6.30PM** **BACHATA CLASS** (All levels) *\* 10 minute Bachata dance practice* \| **7.10PM** **CUBAN SALSA CLASS** (All levels) \* Join us on your own or come with friends \* Absolute beginners welcomed \* No dance experience required! \| **7.45PM** **LATIN BAND - ‘DIRTY LOPEZ’** *Playing Live!* \| **DJ MC** *Playing the best mix of Salsa, Bachata, Merengue, Cha Cha & more!* \| **– SOCIAL DANCING ’til 10.30PM –** **\*\*** **BEGINNER & IMPROVER DANCERS** *A special slower section will be added in soon after the first band set,* *especially for Beginner to Improver level dancers to get onto the floor* *to dance to a slower, more comfortable tempo!* **\*\* EVENTBRITE EARLYBIRD SPECIAL OFFER! \*\*** **BOOK EARLY & RECEIVE $5 OFF YOUR ENTRY!** **\*(Only $20 with Eventbrite + Eventbrite booking fee)** **See Eventbrite Earlybird Offer at:** https://www.eventbrite.com.au/e/fiesta-latina-sunday-latin-social-with-live-latin-band-sun-17th-may-26-tickets-1989094597486? **\* Please note:** Eventbrite has a booking fee of $2.49 **\* This Earlybird offer expires on Friday 15th MAY 2026** \* **To avoid a booking fee**, payment can also be made by direct bank transfer or PAYID - please contact me through Meetup to arrange this. or pay at the venue on the night. \* Please note: Venue room entry is at full price **PARTY ROOM ENTRY: $25** **\* Entry includes:** *Live Latin Band and complimentary* *free Bachata and Salsa Classes* Bring your dancing shoes and get ready to dance the night away! ***Look forward to seeing you on the dancefloor!***

# 🌟 *Breat Procrastination and Staring at The Crowd When at Social Events with Taking a Minimum Viable Step!* Do you want to feel confident stepping into group conversations, knowing exactly what to say, when to say it, and how to build momentum naturally? Do you want a clear structure that makes socialising feel *doable*, while still allowing real, organic, human connection? This session blends **structure with spontaneity**, so you can practise social confidence in a way that actually works for your brain. *** # 💬 **WHAT THIS SESSION IS ABOUT** This is a **guided practice lab** for group interaction. Instead of guessing what to say, you will work with: • specific topics chosen by the group on the day • simple, powerful questions to guide conversation • structured rounds that make it easier to start and continue interactions You are not performing or “being social” on command, you are learning a **repeatable process** that helps you enter conversations naturally and build depth from there. The structure gives you clarity. Your responses stay *real, personal, and fully your own.* *** # 🧠 **WHY THIS WORKS** ## *Minimum Viable Steps (MVS)* Starting conversations is often the hardest part. So instead of forcing yourself to “be social”, we focus on: ### ***Minimum Viable Steps (MVS)*** Small, achievable actions like: • approaching a group • listening for context • asking one simple question • sharing one small response These steps reduce overwhelm and help you build momentum naturally. You are not powering through, you are **following a chain of small wins** that lead into flow. *** # 🔄 **HOW THE SESSION RUNS** This session is structured into **timed rounds (approx. 8 minutes each)**. Each round gives you a clear, simple objective. ## 🔹 *Structured Group Rounds* • You will begin in small groups with a defined topic • Each round includes suggested questions to guide interaction • You are free to respond in your own way, nothing scripted ## 🔹 *Rotations* At the end of each round: • two people rotate out of each group • each joins a different group This creates: • clarity on where to go next • repeated practice starting new conversations • exposure to different dynamics and people *No guessing. No awkward hovering. Just clear next steps.* *** # 💡 **TOPICS & QUESTIONS** At the start of the session, we will: • gather topics participants are genuinely interested in • write them down and use them throughout the rounds Each round will include **simple, open questions** related to the topic, designed to: • spark conversation easily • create direction without rigidity • allow natural sharing and depth You follow the structure, but what you share is always your own. *** # 🌱 **WHAT YOU WILL PRACTISE** • starting conversations decisively (again and again) • entering groups with clarity instead of hesitation • listening before contributing • asking simple questions that open conversation • building flow through small, manageable steps • rotating between groups with confidence • staying present without overwhelm Over time, this becomes **automatic**. *** # 📝 **BEFORE & AFTER** At the beginning: • you will complete a short reflection on meaningful connection in your life At the end: • you will share what worked, what did not, and what could be improved This helps shape future sessions based on what actually supports you. *** # 👋 **A NOTE FROM THE FACILITATOR** This is not about being the most confident person in the room. It is about learning a structure that helps you: • take action • reduce overwhelm • build real connection step by step You do not need to get it perfect. ## ***You just need to take the next small step.***

* **What We’re About** You are the average of the five people you spend the most time with, so join us — and be part of a community that rises above circumstances and creates opportunities. Inspire and be inspired by those who make things happen. It's a relaxed, organic space to connect with like-minded people and network—genuinely talking, learning from each other, and connecting over shared interests. * **What to Expect** Casual Meetups: We gather semi-regularly at a local café to chat about everything from stepping outside your comfort zone to business ideas, creative projects, and building a life aligned with your purpose. It’s relaxed, easy, and welcoming—no need to have anything “figured out.” An Easy-Going Space: We keep things simple and low-pressure. Once everyone arrives, we ease in with some light conversation and naturally break into smaller groups. Networking: Feel free to introduce yourself or let people know what you're working on if you feel like it. And if anyone wants to quickly shout out what they’re working on or looking for before we settle in, go for it—it’s a great way to spark new conversations. * **Host Support** If you’d like a one-on-one chat with me about your business, just tap me on the shoulder. I’ll be floating around and happy to make time for you. **Quick note for the day:** Depending on the weather, we might go for a walk too. Just remember to wear comfy shoes 🌞 👟 🥾:) ❗If you're running late, drop me a quick message as we might leave the cafe for a walk within the last 30-45 minutes. 🏃 🏃‍♂️ 🏃‍♀️

Join us for a relaxed **Sunday afternoon** of Mahjong and Cantonese language practice in the heart of Melbourne! Whether you're a Mahjong player, learning Cantonese, or simply want to meet new friends in a social setting, this event is designed to be fun, welcoming, and interactive. 📍 **Location:** Melta Mahjong House (Melbourne CBD) 💰 **Cost:** Pay your own venue/game fee( $16 per table per hour) 👥 **Group Size:** Limited seats available — please RSVP early ✨ What to Expect: • Casual Mahjong games (all levels welcome) • Cantonese conversation practice • Friendly social atmosphere • Meet new people interested in culture & language 🎯 Who Should Join: • Mahjong lovers • Cantonese learners or native speakers • Social singles & friends looking for a relaxed weekend activity 🀄 Beginners are welcome — learning together is part of the fun! ⚠️ Please note: * Respectful and friendly behaviour is expected. * Please update your RSVP if your plans change. Looking forward to seeing you at the table!

Join us for a refreshing “Walk & Talk” in the Fitzroy Gardens, a relaxed way to get some fresh air, move your body, and connect with others. This casual meetup is all about easy conversation while walking at a comfortable pace, with no pressure or expectations. Whether you’re looking to clear your mind, meet new people, or simply enjoy the outdoors, come along and be part of a friendly, supportive group. BeSocial.

Due to popularity, we are doing another walk, talk, lunch and coffee, this time as requested, in the city. Fitroy Gardens. Ticket here: [Walk, talk and lunch - Fitzroy Gardens](https://www.trybooking.com/DMDSE) Meeting at Kere Kere Green cafe, on the grassed area. It's a nice open space to meet, mingle, talk before making our way around the gardens, over to The Tan and back. Meeting at 10:30am, starting walk around the gardens at 11am, walk shall take about 70 mins, to then make our way back to Kere Kere Green Cafe. Grab your coffee as we meet and then lunch once we make it back. The cafe has seating inside/outside or we can stand on the outside grassed area. There is prospect of rain but come prepared with umbrella and rain coat. If it is too wet, we can just stay at cafe for a coffee. Dogs welcomed! Please do NOT be late, smell of alcohol/be hungover (Sober Sunday) or have bad BO. Being a Sunday, there should be parking around, plenty of public transport options as well. Your ticket goes towards the associated costs of running the group and it is ONLY $5! ## Date

Hey girls 💛 Join us on a Sunday for a relaxed afternoon at the Hotel Esplanade. Think ocean views, good chats, and a few drinks to wind down the weekend ✨ 🕒 Time: Sunday, 17th May at 2pm 📍 Location: The Espy, St Kilda Come along for a casual catch-up, meet some new faces, and ease into the week ahead 💫 See you there! xx

Neurodivergent brains come with their own operating manuals — but most of us were never handed ours. Some of us run hot on sensory input, others stall out on transitions, some need movement to think, others need silence to function. The tricky part is that our needs are often invisible, even to ourselves, until something tips us over. This month at Neurospicy Bayside, we're slowing down to look at two questions: * What support do I actually need to feel okay and do my best work? * What might the people around me need that I've never thought to ask about? We'll talk about the kinds of accommodations that exist (formal and informal — at work, at home, in social spaces), share what's worked and what hasn't, and gently map out where each of us tends to struggle. The goal isn't to fix anyone. It's to build a richer vocabulary for our own needs and a more compassionate lens for the people in our lives who might be quietly white-knuckling things we'd never guess. Bring yourself as you are. Stim, doodle, pace, listen, share as much or as little as feels right. Fidgets and ear defenders welcome. There's no expectation to disclose anything you don't want to. Looking forward to seeing you there.

📅 When: Every third Sunday of the month ⏰ Time: 3:00 PM – 5:00 PM 📍 Where: Betweenus Coffee Food Wine 💲 Cost: $15 (includes one drink) Whether you’re new in town or just keen to expand your circle, this is a welcoming space to connect with like-minded singles. Come along—we’d love to meet you!

**Stand Out, Stop Competing and Build a Category of One Brand** In a world oversaturated with AI content and everyone sounding the same, the winning brands are raw, real and unapologetically themselves. In this workshop, one of our incredible members - Erin Morris - will show you how to double down on the one key differentiator no one can copy – you! When you have a brand that is YOUniquely you, you stop being another [coach / service provider / e-commerce store] and become a category of one. People find you on Instagram and feel like they know you. Sales become easier because you have a warm and engaged audience. The opportunities you thought were out of your league – speaking gigs, major retailers, collaborations – start seeking you out. Everything becomes easier, and growth becomes faster when you simply own your voice. During this workshop, you’ll… * Create your own magnetic brand voice guide. * Learn to embody your authentic voice, so you attract “pinch me” dream customers who are excited to work and buy from you. * Reclaim the voice you lost to the robots or who you “thought” you needed to be to make sales. * Naturally stand out in saturated markets without resorting to being the loudest (or most unethical) voice in the room. * Learn how to use your brand voice guide so everything you write becomes instantly recognisable as you, or hand it to a contractor so every word they write sounds like you wrote it. **About the host** *Erin Morris is a copywriter, messaging and launch strategist for impact-driven founders. Erin partners with heart-centred women to help them stand out, fill their group programs and have profitable, high-converting launches, so they stop trading time for money, scale their income and impact and live a life of purpose, passion and freedom.* *Her connection-first framework builds genuine relationships with readers to ethically increase demand and sales. This approach has helped clients sell-out programs, have multiple six-figure launches and consistently beat conversion benchmarks.* *Influenced by almost 2 decades of full-time travel and living around the world, Erin is deeply committed to helping her clients live their biggest, most fulfilling lives and believes that powerful copywriting and obsession-worthy messaging is how you achieve this.*

Hi all! Welcome to the Melbourne Sci-Fi/Fantasy Social Catch-up. Come along and talk to like-minded people and catch up on all the things you love about this genre. Be it the latest movies, TV shows, or a book you love; or maybe, you have played this fabulous board or computer game that you just want to share with others. Geeky t-shirts or quirky badges welcome! What a great chance to chat with new people or old friends about so many diverse topics. You never know, you might find a whole new sub-genre to delve into. New and old members are welcome to attend. Food and drink will be available for purchase at the tavern. If your plans change (even if it is at the last moment), please change your RSVP to a NO, so your event host knows who to expect on the day and so I can manage the booking at the Mitre Tavern! See you soon 🤓🤓🤓🤓

Free monthly networking for Columbus business owners. Real conversations, real connections, no forced formats. Space is limited. RSVP now. Good marketing starts with good relationships. That is what this event is built around. Networking Night is a free monthly event for local business owners in Columbus who want to build real connections with other serious operators in their market. No structured rotations. No forced elevator pitches. Just a room full of local business owners who are worth knowing, in a space that makes it easy to have an actual conversation. Register here: [https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275](https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275)

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

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

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!