social network analysis

**The Secret To Building Lasting Relationships** Have you ever experienced a relatio ship that soured into bitter or unresolved co ict? Have you ever attempted to connect with Someone and seen your efforts come to nothing? What if you could resolve any upset and restore harmony? What if you could build positive relationships that last? **Relationships Determine Your Happiness And Success** For some people, creating and sustaining meaningful relationships is effortless, but for many others, it is a complex struggle that poses significant challenges. Whether your focus is on intimate relationships, friendships, or professional business relationships, there are certain fundamentals that make any relationship more meaningful and long-lasting. On this meetup you will learn some of the vital breakthroughs about the inner workings of human relations and how to confidently build lasting and rewarding relationships with anyone around you. Your happiness is connected to your ability to connect with others. Attend this meetup and positively transform your relationships with others. Please ask for Pam. If this time and date is not suited to you SMS Pam on 0405 648 822

Meet outside Brighton Baths for a 1 hour return walk towards Elwood. Then relax with a coffee and chat at the Brighton Yacht Club. Jane is away - please make welcome anyone new to our walk Parking is free if you have a Bayside beach parking sticker. Otherwise try your luck for 2hr free parking in Chelsea or Grosvenor streets.

Jewellers can hire a desk in our workshop to make or finish off their own pieces. This workshop is self run, you need to attend a health and safety induction before working daily unattended. Basic jewellery making tools are provided and some consumables such as flux, borax, tumbling polish, lathe polish and some drill bits. Aprons and safety glasses are provided, tie up loose hair, wear enclosed shoes. Please email claw.creative.studios@gmail.com for any questions or inquiries. Clara Carija, Director CLAW CREATIVE.

**Aim:** Create A.I / Machine Learning projects ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group ***(our table will have orange traffic cones)*** **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda:** **7:00 pm sharp at 415 Church Street, Richmond** \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

**PLEASE NOTE THE FOLLOWING DETAILS:** This group is suitable for a beginner type player only. **YOU WILL NEED TO REGISTER AND PAY VIA THE ATTACHED LINK TO SECURE YOUR SPOT:** https://play.tennis.com.au/RoyalParkTennisClub/Coaching **Players who just register their interest on Meetup, do not have their spots secured and may miss out.** **Registration Opens:** 6 Days in advance at 9am **Registration Closes:** Close 6pm the day *before* the event. This is to finalise player numbers and organise a playing roster. **Social Tennis Structure:** * Location: Royal Park Tennis Club (333 The Avenue, Parkville, Melbourne) * Day: Monday * Time: 5.30pm-7.30pm * Cost: $18 for Non-Members, $12 for Members. * Participants will play some casual games of tennis: emphasis on learning about tennis, improving your serve, trying to get the ball into play, and having fun. \*\*\* *Please note there is no coaching for this program.* * Balls are provided each week. * Racquets are available for hire if required. * Some refreshments are available for purchase. * Please remember to wear shoes suitable for tennis! * Maximum of 8 spots for each session.

**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.

Join us for a relaxed, no‑pressure networking evening designed to bring Melbourne’s business community together with purpose. There’s no formal agenda—just quality conversations and genuine connections, hosted by the team at [PropertySensor](https://www.propertysensor.com). **What to expect** A connection‑first environment (no sales pitches) Opportunities to expand your professional network Potential client introductions and new business leads - without the hard sell **Good to know** Cost: Free to attend (limited places — please register early) Food & drink: Available for purchase at venue restaurant / bar prices Bring: Your business cards and an open, collaborative mindset All Melbourne business professionals are welcome. Come to connect, share ideas and discover opportunities.

**Unlock Meaningful Connections at Our Speed Friending Event** [LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator) Ready to step out of your comfort zone and make authentic connections? Join us at *The Bank on Collins* for an exclusive Speed Friending event with structured conversations designed for ambitious professionals and like-minded individuals who are eager to forge meaningful connections - not just small talk. This event attracts a diverse group of individuals who are serious about building friendships and expanding their network. Whether you're a professional climbing the career ladder, a creative pushing the boundaries of innovation, or an entrepreneur chasing your next big idea, you'll find yourself surrounded by like-minded go-getters who think big and dream even bigger. In a world where quality relationships are key to success, we believe that life is better with great people in it. This event is your opportunity to meet dynamic, driven individuals who are all about growth, collaboration, and real conversations. Be prepared to dive deep with thought-provoking questions that foster vulnerability and genuine connections so you can Find Your Tribe. Whether you're a seasoned event-goer or this is your first event, we're here to support you every step of the way. Push past surface-level interactions and start building the kind of relationships that truly matter. **Event Structure:** * **6:30 pm:** Arrive, grab a drink, and mingle. (Tip: Happy hour ends at 6:30 pm, so come early to snag a deal!) * **6:45 pm - 7:30 pm:** 3 rounds of group speed friending. You'll meet 12+ like-minded people ready to connect on a deeper level. * **7:30 pm - 8:00 pm:** Post-speed friending social networking. This is where the magic happens—spend time with the people you vibed with most and start building real friendships. **Investment:** $10. We are for passion, not profit. 50% of your contribution supports the running costs of the group, while the other 50% goes towards The Man Cave, Australia's leading preventative mental health charity for teenage boys and their communities. [Home - The Man Cave - Preventative mental health programs for teenage boys](https://themancave.life/) Link to book: https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator To support the venue, please buy a drink (alcoholic or non-alcoholic) or snack during the event. **Liability Disclaimer:** By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the session. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level. **Photo & Video Disclaimer:** Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event. **Take the leap - join us for a night of transformative connections and step into a community of movers and shakers. We can't wait to meet you!** [LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator) Instagram: @findyourtribemelb

🌟 **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.

**—— 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.*

**📅 DATE:** Friday, May 15th, 2026 **⏰ TIME:** 7PM–9PM (Check-in from 7PM–8:30PM) **📍 WHERE:** DraftKings Sports & Social – 840 N. High St., Columbus, OH **🎟️ Check in:** at the host stand when you arrive say, **"DK Meetup Social"** 🍻 Join us for a fun, social night out! Meet new people, grab a drink, and kick back in a high-energy atmosphere right in the heart of Columbus 🎉 🎯 **What to Expect:** 🎶 DJ starting at 9PM 🏓 “Water” Pong + games 📺 Huge 37ft TV wall for all the live sports action 🥂 **Drink & Food Specials (7PM–9PM):** $3 Domestic Drafts – Miller Lite & Coors Light $3 Well Liquor Cocktails $4 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Dulce Vida Blanco, Jameson & Jack Daniel’s $4 Topo Chico Seltzers $5 White Tea & Green Tea Shots $3 OFF Appetizers (excluding traditional bone-in wings) **📌 Quick Details:** 🔞 21+ only 🚗 Parking available at Hubbard Garage (behind venue) Pull up, bring your crew (or come solo), and get ready for a great night out 🥂

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

**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.*

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

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!