social network analysis

**木曜日・ジャパンナイト 🇯🇵（Hikari Social Melbourne）** 日本文化や日本語に興味のある方のための、カジュアルで楽しい交流イベントです。 新しい友達を作ったり、リラックスしながら会話を楽しみましょう。 お一人での参加も大歓迎です。スタッフがサポートしますので、初めての方でも安心してご参加いただけます。 🎟 **特典：日本人の方は19時まで入場無料** 📍 **The Oxford Scholar（メルボルンCBD）** 🕕 **18:00〜22:00** *** ## 🇬🇧 English (for reference / below it) **Thursday Japan Night 🇯🇵 (Hikari Social Melbourne)** A casual and fun social event for anyone interested in Japanese culture and language. Meet new people, make friends, and enjoy relaxed conversations in a friendly environment. Most people come alone, and our hosts will help introduce you so you feel comfortable right away. 🎟 **Special: Free entry for Japanese before 7:00PM** 📍 **The Oxford Scholar (Melbourne CBD)** 🕕 **6:00PM – 10:00PM**

Are you craving some conversations with other big thinkers? The Movers & Shakers monthly coffee is for the creative's who are driven, are hustlers, are actively seeking to grow and look for new opportunities and are wanting to be around other dreamers and action takers. If you're seeking out those conversations that inspire you, that leave you feeling motivated, then this event is for you. The Creative Hustle is a social events community for professional creatives in Melbourne's arts industry. STRUCTURE: 15 min - casual networking/order your coffee 40 min - round table intros and questions 30 min - guided conversations topics in small groups Finish with casual networking MINIMUM SPEND: Everyone who attends this event is required to purchase something from the cafe, minimum of 1 drink.

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

**Welcome to Badminton Social (羽球匯友) Meetup!** Join us for regular badminton, social meetups, and a great time on the court around Caulfield. Let's build a welcoming badminton community and make some amazing memories together! Whether you are a beginner or a pro, this event is perfect for anyone looking to stay active, make new friends, and enjoy some friendly plays. Our group is made up of both local and international members, creating a diverse and welcoming atmosphere for everyone to join in. Not only will you have the chance to improve your Badminton skills and stay fit, but you'll also have the opportunity to connect with like-minded individuals who share a passion for healthy living and staying active. Come and be a part of our community in Melbourne, where friendships are made on and off the court. **Details as below:** When: 16 May, this Saturday Time: 5pm - 6.30pm Where: Monash Sport Caulfield (1-min walk from Caulfield Station / free parking around the Station) Fee: $12 per head (PayID to the organizer) *#Limited spots - first come first served (RSVP)* *#Please bring your own racket(s); or you can rent it from the Centre (if needed)* ***#Please kindly update your RSVP as soon as possible if you need to cancel, so hopefully others can still get a spot to join. Cancellations within 24 hours or no-shows will be charged the full rate - Many thanks for your understanding and cooperation.*** *#Please let the organizer know after the first play, if you'd like to play regularly with the group ongoing and enjoy exclusive offer - Organizer will add you to our Whatsapp group for the regulars :)* *DISCLAIMER:* *By* *attending any event hosted by this Meetup group, you acknowledge and accept that participation involves inherent risks, including injury or loss of property, and you assume full responsibility for your safety. The organizers are not liable for any damages, injuries, or losses that occur, regardless of cause. You agree to follow any event guidelines, act responsibly, and understand that you are responsible for your own well-being. By attending, you accept these terms.*

**Welcome to our Saturday Social + Language Exchange Meetup 🌍** We meet at **The Oxford Scholar, 427 Swanston Street (Melbourne CBD).** We ask that you **pay $3 at entry**. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

🌟 **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.

# 🌟 *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 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.

Clear skies + easygoing vibes 🌞 Vidula (founder of ***Connect Through Play***) will be guiding an afternoon of drama-inspired, interactive games designed to help you meet new people in a fun, low-pressure way. Think movement, laughter, structured group activities - just show up, play, and connect. A great chance to meet new people and make friends. Meeting point: [https://maps.app.goo.gl/U3oaqAs5gAoz5EKV6](https://maps.app.goo.gl/U3oaqAs5gAoz5EKV6) Cost: $4 (covers meetup costs) Payment details: Account name - Social Threads BSB - 063106 Account number - 10989323 **Payment confirms your spot.**

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

**Tickets ($10):** [https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524](https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524) We’re heading to **The 86** in Fitzroy for a fresh take on helping you connect with **men seeking men** (all ages 18+). Instead of intense one-on-one chats, you’ll connect in relaxed groups of four - making it easier to find your rhythm, bounce off others, and let conversation flow naturally. Every 15 minutes, we’ll reshuffle the groups at random to keep the energy fresh and the dynamics interesting. After a couple of hours, the structure will drop and anyone who’d like to stay can continue connecting organically. This format is ideal for men who: • Prefer something social and low-pressure • Enjoy group dynamics • Want something structured, but not rigid The event is facilitated by a mental health professional and is designed to feel welcoming and safe. Discrimination and harassment will not be tolerated. If you have accessibility needs, questions, or are experiencing financial hardship, please reach out - we’re happy to chat.

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!