Data Architecture

~Notice to all participants ~全参加者へのお知らせ *****Event seating guidelines / rules for Native Japanese speakers, and non-native Japanese speakers are entirely different ***** イベントの座席に関するガイドライン／ルールは、日本語ネイティブスピーカーと非ネイティブスピーカーで全く異なります **** This is an entirely free event for everyone! **** これは、全員にとって完全に無料のイベントです！ *** Everyone will be in a waitlist and gradually moved into the going list to balance Venue seating availability and ratio of native/non native Japanese speakers *** 全員がウェイトリストに入り、会場の座席の空き状況やネイティブ／非ネイティブの日本語話者の比率を調整するために、徐々に参加リストへ移行されます. **Please carefully read the lengthy event description below and fill out the questionnaire to participate. ** 以下の長いイベントの説明を注意深く読んで、参加するためのアンケートに記入してください ———————————————————————— ~Event guideline for Native Japanese speakers 日本語ネイティブスピーカーの皆さん、こんにちは！ このイベントでは、参加するエリアやテーブルを選ぶことで、使用したい言語を選択できます。合計2回のテーブル移動があります。最初は45分で1回目、2回目は90分で行われます。イベントの合計時間は2時間15分です（45分で移動、90分で再度移動、2時間15分で終了） 座席配置のテンプレートは以下の通りです（3つの座席） A：日本語重視。このテーブルではほぼ完全に日本語でコミュニケーションを取ります。言語比率の目安は日本語80％／英語20％（日本語が非常に堪能な学習者とコミュニケーションします） B：ミックス交流。このテーブルでは英語を練習しつつ、日本語でもコミュニケーションを取ります。言語比率の目安は日本語50％／英語50％（中級／初級の日本語学習者とコミュニケーションします） C：英語重視。英語を練習しましょう！言語比率の目安は英語90％／日本語10％（英語話者との気軽な交流や文化交流） 注意：すべてのエリアに座る義務はありません！どのエリアやテーブルに参加するか、どのように時間を過ごすかは完全にあなたの選択です。ただし、テーブルを変えて新しい友達に出会うことをお勧めします *テーブルのサイズは、その時の状況や会場の収容人数によって変動します. イベントの質を皆さんのために保つため、特別な状況では主催者が別のテーブルへ移動をお願いする場合があります。可能な限り、男性が先にお願いされることになります **暴力、ストーカー行為、ハラスメント、いじめは一切許容されません。違反者には警告が与えられ、重大度によってはグループから即時（永久に）排除される場合があります。極端な状況下では、法執行機関に連絡する義務が発生し、法の最大限の範囲で対処します ~Non native Japanese guideline Hello all non native Japanese speakers. In this event , we ask that you seat yourselves at your Japanese language PROFICIENCY level. There will be NO seating ROTATIONS for non-native Japanese once the event begins. You will remain at the same table for the entirety of the event. Only Japanese native speakers will be OPTED to change area / tables at 45m into the event and also at 90m, in which they can participate at whichever table they desire. Total event duration 2H 15m. ~Seating arrangement template is as follows A: Nihongo focus. Practice your Japanese! Only sit at this table if you have high language competency and able to almost fully communicate in Japanese. (Language Ratio approximation. Japanese %80 / English %20 B. Mixed social. Communicate in both English and Japanese. Language ratio approximation. Japanese %50 / English %50 Only sit at this table if you can somewhat socialize in Japanese (at the very least you must have decent Japanese listening skills and/or understand when spoken to in Japanese) C. English Social. Anyone and everyone is welcome to sit at this table. Just chill, culture exchange and facilitate English learning for our Japanese friends. Language ratio approximation. English %90 / Japanese %10 ATTENTION: This seating arrangement template is formed to show gratitude to our friends from Japan, and respect how they would like to use their time, so they can maximize their energy and efforts in whichever they desire to do. *Table sizes will range and vary on what’s available at the moment and by the venue occupancy. To sustain the quality of the event for everyone, event hosts may switch tables and/or place you at another table under special circumstances to help balance and supplement other tables that need more participants. **** No acts of violence, stalking, harassment and bullying will be tolerated. Violators will be given a warning, and depending on severity may be swiftly removed (permanent) from the group. Under extreme circumstances, there could be obligations to reach out to law enforcement in which we will pursue to the fullest extent of the law.

Struggling with motivation and focus as you hammer away on your manuscript at home? Want to join a community of writers as we embrace the joys and pains (mostly pains) of writing together? Bring your laptop, pen & paper, old-school typewriter, or futuristic writing gadget, and join an enthusiastic community of science fiction and fantasy writers as we work on our current projects in the same space. The format will be similar to our online writing sprints: 30-minute blocks of focused, quiet writing time (the sprints), interspersed with breaks where we can chat, ask questions, and share our writing experiences.

Need at least 12 players signed up for this event to be played. This will be a 5 vs 5 format. The event has no set end time and will usually go beyond the posted times. You are expected to stay for at least the posted event time. $6 Payment by cash only Low Intermediate level is for players looking to continue to improve their game and play a more structured game. You have experience playing volleyball recently and have some ball control and want to and can play 3 hit volleyball. Intermediate does NOT play beach rules volleyball. Please answer all RSVP questions to attend this event. 3 hit volleyball [https://betteratvolleyball.com/the-3-types-of-hits-in-volleyball/](https://betteratvolleyball.com/the-3-types-of-hits-in-volleyball/) Please note that you MUST answer the RSVP question and provide your first name and email address to confirm your rsvp. If you do not answer the question and provide this your RSVP will be removed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. If the event is full, put yourself on the waiting list. Spots can free up the week of the event as people change their minds.

We are now at **Yonge Sheppard Centre** in the **food court** near **Dazzle Mi**. We start a bit past 1pm, so if you're late, please find a seat and start writing -- we'd love to hear about your story or your day -- afterwards. :) **Coworking for writers in your area!** Join us for some focused writing time. All writers and all experience levels are welcome and don’t worry, no one will see what you've written. This session is about getting your writing done and meeting other writers in your area. When you show up, say hello to everyone, grab a drink, and get your writing tools ready. Once you’re all settled, take some time to chat with your fellow writers. Once everyone’s arrived, I will lead quick introductions and then set the timer for our quiet and focused writing session. Afterward, we’ll have time to chat and get to know each other. We often talk about our successes and challenges as writers. If you don’t have time to stick around, no worries! **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://shutupwrite.com) **Travel / Parking info:** Public Transit: 1. Take the TTC subway to Sheppard-Yonge Station. 2. Use the Yonge St. Sheppard Ave exit **Driving & Parking:** Parking Entrance to Yonge Sheppard Centre is located on Greenfield Avenue and Doris Avenue. Accessible parking is available on P1, P3 and Concourse. Be sure to check for parking limits or fees. **Location:** We gather around the tables in the food court near **Dazzel Mi**. If you spot a group of people with laptops out, that’s probably us! **RSVP:** Please do RSVP. But be advised that seating is first-come, first-served, even if you have RSVP'd. Seats are not reserved and we can't control how many other people are in the cafe. **SCHEDULE:** 12:45 to 1:15 PM: Arrive and get settled in -- come in early if you want to get lunch. 1:15 to 2:15 PM: Write in silence for an hour. \*\*If you arrive after 1:15, please silently find your own place to sit. We'll welcome you to join the group at 2:15.\*\* 2:15 PM: Introduce yourself. We'll go in a circle; just say your name and 1–2 sentences about what you're writing. (E.g., "I'm Rudolph and I'm writing a non-fiction book about red-nosed reindeer.") 2:20 PM onwards: Chat, hang out, keep writing if you want, leave whenever.

**NO MUSICAL EXPERIENCE REQUIRED** **About Drum & Soul** Drum & Soul is a participatory community space that combines drumming, singing, reflection and conversation in one shared experience. Through rhythms from different cultures, collective music making and meaningful discussion around a focused theme, we practise qualities that strengthen both the individual and the community. This is more than a drumming circle. It is a space where people can grow in expression, presence, listening, and contribution, while learning how these same qualities can be carried into everyday life and relationships. --- ... **Why come** Come if you want to grow your expressive capacity, feel more at ease participating with others, and be part of a growing space that celebrates the human in us. Everyone is welcome, regardless of age, background or musical experience. If you feel shy in groups, that is completely natural. Many people arrive unsure and leave feeling surprisingly at home. --- ... **How it works** --- We begin with a short breathing and centring exercise, followed by simple rhythm demonstration and call and response drumming. We then move into smaller group discussion around a shared theme. From there we shift into collective jamming and improvisation, and end with a potluck meal and informal connection. --- ... **Typical meeting flow** 1. 🫱🏽‍🫲🏻 Arrival & social time – 15 min 2. 🙋🏻‍♀️ Welcome, check in and centring – 15 min 3. 🪘 Call & Respond **Drumming & demo** – 20 min 4. 💬 Facilitated **Discussion** on the Theme (groups of five-or so) – 20 min 5. 🕺🏽 Open **Jamming** with multiple instruments – 30 min 6. 🦋 Potluck **dinner** & social time afterwards – 60 min *This outline is flexible and may shift to suit the group and the space.* --- ... **Logistics & what to bring** Our next Drum & Soul gathering will be held outdoors in the park. If the weather turns rainy, we will move the gathering to our usual indoor location (you'll be notified in the comment section of any changes). Since outdoor seating is limited, please bring a lawn chair or picnic blanket if you can. Drums are available on a first come, first served basis, and we will also provide plenty of small percussion instruments so every hand can play. You are welcome to bring your own drum or instrument. We end the evening with a shared **potluck meal**, an extension of the circle where conversation and connection continue. Since the event is free, we warmly ask everyone to bring a small item to share if they are able. Simple finger foods and easy to serve savoury items are especially helpful, such as fruit, veggies and dip, wraps, sandwiches, hummus and pita, samosas, spring rolls, crackers and cheese, or other meal friendly bites. Sweet items are welcome too, but meal friendly contributions are especially appreciated. --- ... **Cost & contributions** --- This is a free event. If you are unable to bring food, you are welcome to make an optional contribution toward refreshments and materials by e-transfer to **hooshmandnyc@gmail.com** --- ... **Helpful notes** --- No prep needed. Doors open at 3:45 p.m. Please arrive by then so we can start at 4:00 p.m. sharp and keep the flow. Location and any last minute updates are posted on Meetup and in our WhatsApp group. We recommend joining the WhatsApp group (ask us for the link at the venue) for quick notices. --- ... **Life Between Gatherings** Drum & Soul does not begin and end with the monthly session. For those who want to continue beyond the gatherings and go deeper, we also have: • **Advanced sessions** for those who want to go further in drumming technique and explore the discussion themes more deeply in a smaller group • **Home or café meetups** for simple in-person connection, where a few participants can continue the conversation more personally and naturally • **Ongoing contact** so the spirit of the gathering can carry into everyday life through our own reflection, friendship and mutual encouragement Over time, these smaller spaces help strengthen connection, shared learning, and community life between sessions. Ask us about these features for more detail. --- ... **Why this matters** Our world is like a sick body, and is aching for a lasting remedy. We believe our special mission here is to nurture one another, define our roles in service to our fellow humans, and become living temples of unity. A meaningful growth unfolds through both self‑discovery and collective effort, and one cannot truly flourish without the other. Come open and prepared to learn, to offer your gifts, and to be strengthened by the power of community. *This ad is also posted in other groups* 📷 Follow us on [Instagram](https://www.instagram.com/artsoultoronto/) 🎥 [A glimpse from one of our sessions](https://youtu.be/ejfeV1PF-0k)

{ This performance on Sunday July 5th is **SOLD-OUT** } Can you join us at ***FRINGE***--early July?? We'll attend 'just' three performances. $19 tickets. Details below. ### June 30-July 12, 2026 Welcome to the **38th annual Toronto Fringe Festival**, Toronto's place for indie theatre and performance. With [123 shows](https://fringetoronto.com/fringe/shows) at [27 venues](https://fringetoronto.com/accessibility/access-at-venues/venues) across the city! Sunday July 5th (2pm-4pm) ***TANGO After Midnight-- (55 minutes)*** As night falls, a new dance emerges... PointeTango—winner of the Toronto Fringe Patrons’ Pick and the B Street Collaborative Dance Award—ignites the stage with a striking fusion of pointe shoes and stilettos. This electrifying production blends Argentine tango with classical ballet, interwoven with cinematic projections filmed on location in Buenos Aires. Fast-paced and visually arresting, the work features innovative lighting and sound design, alongside world-class performers and 2025 Canadian Tango Champions Erin Scott-Kafadar and Alexander Richardson. **A 15-time Fringe Award–winning company.** ★★★★★ “Breathtaking artistry” –Winnipeg Free Press ★★★★★ “They dance as one body, with grace and precision” –Monday Magazine **Ticket link here**--(our group will attend Sunday July 5th) https://fringetoronto.com/fringe/show/tango-after-midnight Don't delay--Fringe tickets sell out quickly! $19 per person.

This will be a 4 v 4 format. You will play 4s with beach rules but you’ll be playing against Low Int 5s or Mid 4s This event is for those currently playing Low Int 5s and want to transition to Mid Int 4s level and transitioning to playing with beach rules. You should be amongst the strongest players at the Low Int 5s level to play this level. Please note that you must know FULL beach rules. You MUST answer the RSVP question to play this event. If your answer is wrong or you do not answer then you will be removed from the event. The question or your response may not show up when using some apps so please RSVP from a computer. Beach Rules - [#1 Beach Volleyball and Social Group Discussions](https://www.meetup.com/beach-vball/discussions/) Please note that you MUST answer the RSVP question and provide your email address and correctly answer the beach rules question to confirm your rsvp. If you do not answer the question and provide this your RSVP will be removed Beach Rules - http://www.meetup.com/beach-vball/messages/boards/thread/6679875 Requests to play together must be submitted in your RSVP answers when you sign up and must be requested by each player. You can request to play with 1 other player. Beyond one player is not guaranteed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. PLEASE DO NOT SIGN UP FOR THIS LEVEL IF YOU ARE A RECREATIONAL PLAYER AND ARE NOT CAPABLE OF CONTROLLING THE BALL TO PASS, SET AND SPIKE. PLEASE DO NOT SIGN UP FOR A HIGHER LEVEL IF LOWER LEVEL EVENTS ARE FULL. If the event is full, put yourself on the waiting list. Spots always free up the week of the event as people change their minds.

You can sign if you are at any level intermediate + and above. You must be able to play strong 3 hit volleyball and have good ball control. The event is $6 cash payment only. You will be partnered with others of the same skill level. Please note that you must know FULL beach rules. You MUST answer the RSVP question to play this event. If your answer is wrong or you do not answer then you will be removed from the event. The question or your response may not show up when using some apps so please RSVP from a computer. Beach Rules - https://www.meetup.com/beach-vball/discussions/?eventOrigin=notifications Requests to play together must be submitted in your RSVP answers when you sign up and must be requested by each player. You can request to play with 1 other player. Beyond one player is not guaranteed Since sign ups will be limited it is very important that you show up if you sign up. You MUST provide an email address to sign up for the event in the rsvp question every time you sign up to confirm your sign up. RSVPs will be removed for if email is not included in RSVP King of the court Ladder format will be used Please only join the waiting list if you intend to play if added from the wait list. If your plans change please remove yourself from the wait list. You MUST answer the RSVP question and provide your first name and email address. If you do not answer the question and provide this your RSVP will be removed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. PLEASE DO NOT SIGN UP FOR THIS LEVEL IF YOU ARE A RECREATIONAL PLAYER AND ARE NOT CAPABLE OF CONTROLLING THE BALL TO PASS, SET AND SPIKE. If the event is full, put yourself on the waiting list. Spots can free up the week of the event as people change their minds. Instructions will be sent out 1 or 2 days before the event. In case of rain check the "Bad weather guidelines" in Discussions/messageboard/volleyball discussions

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a great **Sunday afternoon in** **Port Credit.** If you have never been; it's a great place to enjoy the sun, the water, the trees, the flowers, grab a coffee, ice cream, go for a leisure walk by the lake and then enjoy a tasty meal. Port Credit is also known for it's live music and dancing too (Event is both indoor and outdoor) I'm going to show us all around Port Credit, play a couple new ice breaker games and then head to a fun restaurant in the main strip of town with a great dinner menu following the walk. \*The walking portion will be roughly 2 hours with some stops along the way; then we will head for dinner and more mingling. This will be a fun day and evening gang! We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small evening adventure through **Port Credit.** More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **SUNDAY IN JULY NATURE WALK and NIGHTLIFE IN PORT CREDIT (Walk, Talk & Flock!)** -A great day as we explore some of the best area's of Port Credit near the water, board walk and entertainment strip (lots of live music too) -We can stop and rest at different spots, take some lovely scenic photos, group photos and share some laughs together -Play a couple ice breaker games near the beginning as well to help us get to know one another \*A great way to naturally make connections, get some fresh air and enjoy our long weekend together) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. \*Arrive early if you like (however we will meet out front at 4::00 p.m. (we will wait for everyone to arrive until roughly 4:30) Go Train will take you there by Union Station too :) Plenty of parking in that area too- especially near Front Street and the Library :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

You can sleep in on the Semiquincentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

Highlights and Hidden Gems in SQL Server 2025 With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session! Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!