Data Architecture

To register, please visit https://www.bnibusinessconnectionsone.com/ • What we'll do Doors open: 6:45 am Structured meeting: 7:00 am - 8:30 am (We start and stop on time.) - Informal Networking - President’s Welcome - Leadership Team Introductions - Education Moment: 2-minute talk on a networking topic - Weekly Presentations (45-seconds per member and guest- pitching your own services) - VP’s Report: Chapter Performance Update - Reports: Treasurer and Membership Committee - 5-Minute Break - 10-Minute Feature Presentation by a Member - Passing of referrals, testimonials, thank yous to guests - Presenter’s Gift Draw - Close OUR GUARANTEE: Business Connections One are full of life, laughter and learning! • What to bring What you’ll need to do as a visitor: - Plan a 45 second (100 words) infomercial on your business and what makes a good referral. - Bring about 40 business cards for circulation to the group. - Pay $30 in cash or cheque at the door (or via Paypal on this site) • Important to know

Join Us for a Peaceful Morning Nature Walk Dear Friends, You're warmly invited to join me and others for a refreshing and peaceful Christmas morning nature walk through the beautiful Riverwood Conservation Area. If you haven’t visited before, it’s a hidden gem right in the heart of the city—perfect for bird watching, connecting with nature, and enjoying some fresh air. 🌿 What to Expect: We’ll meet at meeting point and start one-hour walk along mostly flat trails with a few gentle slopes. The riverside path is especially calming and picturesque. This experience is designed to be relaxing, rejuvenating, and a chance to connect—both with nature and one another. Feel free to bring your dog along for some added joy! 📍 Meeting Point: Chappell House – **4300 Riverwood Park Lane** Mississauga, Ontario **L5C 2S7** We'll gather at 9:00 AM. We’ll depart for the walk around 9:05 AM. Free parking is available. 🧘‍♀️ What to Bring/Wear: Comfortable walking shoes (suitable for trails with minor slopes) Weather-appropriate, breathable clothing A bottle of water Binoculars are optional Your positive energy 😊 We’ll take breaks along the way to rest, take photos, and enjoy the scenery. 💵 Event Fee: FREE 📅 Event Summary: Morning with Nature Walk • Connect Take this opportunity to slow down, and start your weekend with intention and joy. Kindly RSVP to confirm your spot. I look forward to seeing you soon! Warm regards, Padma Event Host & Organizer

The Christmas Edition. No travel plans or family commitments? Join us for some hearty pub food on **Thursday December 25th** at Saint John's Tavern 🎄 Please note, the current menu does *not* include a traditional turkey dinner, so expect standard pub food - you can view the menu here: https://www.saintjohnstavern.com/eat All guests age 30+ are welcome. This event is not a dating mixer. Our aim is to create a comfortable environment for all attendees to enjoy good conversation and a nice dinner. Before the event, new attendees will need to transfer a $5 refundable deposit to confirm a spot in order for us to hold the right reservation with the venue. 📌 Venue: Saint John's Tavern 👩‍🍳 Menu: https://www.saintjohnstavern.com/eat

Join us for our fun annual Christmas Day social gathering at the [Korean Grill House](https://koreangrillhouse.com/yonge-bloor-location/) @ Bloor & Yonge in downtown Toronto. This holiday event will feature good food and lots of great conversation. You are invited to wear an optional ugly holiday sweater as a conversation centrepiece! *** **PRICE** **[MENU](https://koreangrillhouse.com/our-menus/)** Price depends on what you order. Please note: You must order food to support the restaurant, which is providing space to our group. **Meetup Fee:** $3 per attendee (Please pay Belinda exact cash at the meetup spot) *Please note: You cannot pay the meetup fee by Interac etransfer.* *** **WHAT TO DO** Sign up on this event page and show up on the day/time of the event. You can bring as many guests as you like! **Seating Arrangements:** We'll sit together in the same area at various tables. *** **DETAILS** **When:** Thursday, December 25, 2025 **Time:** 4 p.m. to 6 p.m. **Where:** Korean Grill House, 754 Yonge Street, Toronto (just south of the Bloor-Yonge subway stop, on the west side of Yonge Street) *** **MEETUP ARRANGEMENTS** Meet Belinda at 4 p.m. on the main floor inside the Korean Grill House. Belinda is very short and will be wearing a red Santa hat. She will seat you and any guests you bring at our tables. **SICKNESS POLICY:** If you are sick, please stay home. This is for the wellbeing of everyone at this gathering and for your own wellbeing as well.

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/Da9fZFxPfs **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

**～English description below～** イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始：土曜日5:00PM(前イベント終了後) 予約取消締切：土曜日12:30PM(当日) 予約受付締切：土曜日1:30PM(当日) スケジュール * 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間［または英語の時間］ 6:15PM - 7:00 PM - 英語の時間［または日本語の時間］ イベント内容 ・対面でのLanguage Exchangeを再開しています！参加者のレベルに応じて、事前にオーガナイザーが3〜4名のグループをつくり、そのメンバーで各45分間、それぞれ英語と日本語でセッションを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽にフリートークや質問をしながらそれぞれのセッションを楽しんでいただければと思います。 ・体調が優れない方、あるいはここ数日中に体調が優れない人との接触があった方は、申し訳ありませんが参加をお控え願います。 開催場所：Atrium フードコート 地下鉄Dundas駅と直結していますが、多少分かりにくいため、特に初めて参加される方は次の方法で来れることをおすすめします。 1. Dundas駅から地上に出ていただき、Dunsas Streetを西にまっすぐ3分ほど歩いていただきます。 2. Bay Streetとの交差点北東角にある階段を降りてください。 3. 階段を降りた場所にある入り口から入ったところがフードコートですので、そちらでTJEXのサインボードを持ったオーガナイザーにお声がけください。(わからなければメッセージをお願いします！) 予約規約（⚠️重要） ・当日の不参加、もしくは15分以上の遅刻(5:45PM以降)、また予約取消締切後の変更(13:00以降)は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト（going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、”参加予定”へ移動いただけます。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 ・上記の理由により、確実に参加できる場合のみ”キャンセル待ち”への登録をお願いします。予定が入ってしまった場合は、”キャンセル待ち”にいる場合も必ずイベント当日の午後1時までに予め”不参加”リストに移動させてください。 質問 こちら (https://www.meetup.com/tjex-ca/pages/1274142/FAQ/)をご参照ください。または、オーガナイザーまでお問い合わせください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします！ **\*\*\*Although our group is a non-profit organization, we collect $ 5per member for every event. These proceeds are used to run this website, for social events and room booking fees for future sessions. Thank you for your kind understanding.** RSVP open: 5:00 PM (Saturday after previous event) RSVP cancel deadline: Saturday, 12:30 PM (day of the event) RSVP close: Saturday, 1:30 PM (day of the event) * 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese half [or English] 6:15 PM - 7:00 PM - English half [or Japanese] Event Description * This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Event Location: Atrium Food Court * The food court is directly connected to the Dundas subway station, although it is a bit difficult to find. Especially for those who will join our event for the first time, we recommend the following directions, 1. Leave the subway station and walk west for about three minutes along Dundas Street. 2. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. 3. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy * Failure to show, arriving after 5:45 PM (15 minutes late), and cancelling after 1:00 PM on the day of the event all constitute a "no-show". Members are removed from the group after their third no-show. * If you are running late, please ensure you send a message to the organizer so we can keep a spot open for you. We will rearrange the groups for members who show up on time. If you show up late without letting us know, we will no longer allow you to join so please be mindful of the time. Waiting List: Members can join the waiting list if an event is full. In case a spot becomes available, it will be automatically assigned to a member on the waitlist on a first-come first-serve basis. PLEASE BE ADVISED: Members from the “Waiting” list are moved automatically to the “Going” list by the system when a spot opens up. You may or may not get a notification from Meetup when this happens. So only sign up on the “Waiting list” for an event if you are sure you can come for it. If the system automatically puts you on the “Going” list and you don't show up to the event, you will receive a strike. Group Instagram - @tjex.ca Feel free to follow us! Questions? We have answers! Please see our Frequently Asked Questions (https://www.meetup.com/tjex-ca/pages/1274142/FAQ/) page.

\# ❄️🥾Mount Pleasant Cemetery Winter Walk ### **Toronto’s Most Peaceful Winter Walk** Join me for a gentle 90-minute winter stroll through one of Toronto’s most beautiful hidden gems — **Mount Pleasant Cemetery.** This isn’t just a cemetery — it’s like walking through a living museum and botanical garden, full of winding paths, tall evergreens, and peaceful charm. It’s also one of the best places in the city to meet friendly people, share good conversation, and soak in the quiet magic of winter. 💫 **Did you know?** When Mount Pleasant first opened in 1876, it was a *Victorian-day destination*! Torontonians would dress up, hop on a streetcar, and spend the day here picnicking and strolling before heading back downtown. \*\*\* \#\#\# 🕚 Meetup Details **Meetup Time:** 11:00am (I’ll wait 5 minutes) **Meetup Spot:** Inside the main gates of Mount Pleasant Cemetery at the **Yonge Street entrance** (the one with the big stone archway). Look for me — I’ll be wearing my *famous Moose Hat!* 🦌 **End Spot:** Right back where we started. \*\*\* \#\#\# 🍗 Lunch After After the walk, join us for a cozy lunch at **Swiss Chalet!** Great food, friendly prices, and warm vibes — the perfect way to wrap up a winter morning. \*\*\* \#\#\# 💲 Meetup Fee **$5 cash in person** or **E-transfer** to: 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) (This small fee helps support the group and future events!) \*\*\* \#\#\# 🧣 What to Bring * Warm boots and layers * Hat and gloves * A drink to keep you cozy ☕ * A small snack if you like ☃️ **Weather:** This walk happens in *any kind of weather* (we’ll only cancel if it’s -20°C or colder). Remember — *there’s no bad weather, just bad clothing!* 😉 \*\*\* \#\#\# 💬 Final Notes * You can **just show up** — no need to commit early! * Please keep an eye out for updates in case of cancellation. * 📱 **Don’t forget to join our WhatsApp group** – [CLICK HERE!](https://chat.whatsapp.com/H59mSCbsAi018gYANrKAnc?mode=ac_t) \*\*\* ✨ This is one of the best, calmest, and friendliest ways to spend a winter morning in Toronto — good company, good conversation, and a peaceful setting that feels miles away from the city. **Organizer:** Mathew 📩 [torontomoviesandoutings@hotmail.com](http://torontomoviesandoutings@hotmail.com/)

Best way to get a hold of us is on our [WhatsApp chat](https://chat.whatsapp.com/Kj63TzHIqYL5hPrRJolhyD), also great way to join a community of amazing like-minded people :) ***Let's Dance!*** ***¡Vamos a bailar!*** ***DJ Geronimo 🎧 will be playing your favorite Salsa 🎵 Bachata 🎶 Chacha 🎵 Merengue hits 🔊 DJ Sweetlike will be jamming in the Kizomba room*** Cover $10 includes: ***Free Bachata and Kizomba Lesson at 6pm (you choose)*** ***Dancing til 11pm*** ***\*Casual dress code*** ***\*Cash Bar*** ***👠Please wear comfortable & clean shoes👞*** **Location:** Islington & QEW [Map](https://maps.app.goo.gl/NiBwLRbovskPkUZp9) 110 Jutland Rd, Etobicoke, ON M8Z 2G6 ***FREE PARKING*** Cover $10 before 7pm - $15 after 7pm

Bring any piece of music in any form. We'll deconstruct it's musical elements and share with each other what the music evokes and what insights arise. Then, consider how this musical work fits into the broader world of music and sound. After a break well do a musical exercise together and end with a short slent meditation. Advance registration with pay pal $20. Please call Gary to confirm your registration. 647 292 5415 Generosity policy: limited spots available for no or low charge fir those who need it.

The January Ohio North Database Training user group meeting will be held on **January 6th, 2025 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Jason Romans**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_N2Q3ODVjM2YtNDQ1NS00MDBjLWI5MzYtNDQ3YmFlZjkzMjAx%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract **Data on Fire: A Hands-On Intro to Spark in Fabric** Curious about Apache Spark but not sure where to start? This hands-on session introduces you to Spark in Microsoft Fabric Notebooks—a powerful and accessible way to process and analyze big data using familiar tools in the Microsoft ecosystem. We’ll break down key Spark concepts like distributed computing, DataFrames, and lazy evaluation, then show how they come to life inside Fabric’s notebook experience. You’ll see practical demos that cover loading, transforming, and analyzing large datasets—while leveraging Fabric’s modern data stack, including OneLake, Dataflows, and Pipelines. You’ll also learn how to choose between Spark and pure Python notebooks in Fabric, based on execution needs, data integration, and use case fit. Whether you're a SQL pro, BI developer, or data engineer, this session will give you the tools and confidence to start using Spark in your own projects—no cluster management required. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Monday December 29th at 6PM we'll be meeting up dinner at the Pies & Pints at Easton. Feel free to bring guests. Sandwiches run about $15 and large pizzas run $20-30.

Topic details coming soon. AGENDA: 7:00pm - Opening announcements 7:10pm - Main Topic 7:50pm - Q&A

## 🏓 Winter Singles Pickleball League \| Ages 20s\, 30s & 40s **Hosted by DateColumbus** **[Registration Through Eventbrite - Click Here!](https://www.eventbrite.com/e/winter-singles-pickleball-league-tickets-1975043737987?aff=oddtdtcreator)** Looking to meet new people OFF the dating apps this winter? Join us for an **8-week Singles Pickleball League** designed to help you connect, move, laugh, and meet other active Columbus singles — IRL. **📅 Thursdays, January 8 – February 26** 🎟 $160 (PLUS FEES) **⏰ 6:30–8:30 PM** **📍 Paddle Taps \| 535 Lakeview Plaza Blvd\, Worthington\, OH 43085** *** ## 🏓 What to Expect * 💬 A fun, easygoing way to meet singles in their **20s, 30s & 40s** * 🎾 **Beginner-friendly!** Instructors onsite for the first 30 minutes of Weeks 1–3 * 🔄 **Open Play Format** Rotate courts + partners often = tons of chances to connect Winners stay one round, then rotate * 🍻 Food + drinks available at Paddle Taps’ full bar and restaurant * 🏓 Paddles available each week — or bring your own * 💬 Eat, drink, mingle before/after games * ⏳ Runs every Thursday for 8 weeks Whether you’re experienced or brand new, you’ll fit right in — this league is all about connection, not competition. *** ## ⭐ IMPORTANT — READ THIS ⭐ **This is a PAID event. Meetup RSVP does NOT count as registration.** You **must purchase a ticket on Eventbrite** to participate. [👉 ](https://www.eventbrite.com/e/winter-singles-pickleball-league-tickets-1975043737987?aff=oddtdtcreator)**[DateColumbus Winter Singles Pickleball League LINK HERE!](https://www.eventbrite.com/e/winter-singles-pickleball-league-tickets-1975043737987?aff=oddtdtcreator)** Spots always fill fast — grab yours early!