Data Analytics

Hi Everyone, With Covid19 happening, there is still a limited participants for group events of up to 8 pax happening, so this just to keep the virtual skating together going. The Challenge is to skate as much as you can during this pandemic each week. And see how we rank on leaderboard of Strava. The ranking is arranged by most distances skated each week. Do join us through on Strava App below: Leaderboard updates on a weekly basis and resets every week (Mon to Sun) Join us at https://www.strava.com/clubs/freewheelers_sg (Kindly note that with specifically the Strava app, it is unable to cater for Inline skating option, so you will have list your tracking via run or ride for your ranking to show up in leaderboard. And this is the main challenge majority of skaters will be using.) Feel feel to contact Janice on Meetup if you need help with the apps to join us on these virtual skating challenges. You can also ask Janice for link to join a telegram group where impromptu small group skating events are frequently organized if you are looking for skating buddies. Special Note: Heard feedback from some Iphone users that trouble getting apps FOC. All these apps should be free. Please make sure you download the FREE VERSION. And please download the app, before you join via Challenge Links as the Challenge Links lead Iphone users to paid versions I think. Android Phones should be automatic directed to free version. IPHONE DOWNLOAD LINKS: https://apps.apple.com/us/app/strava-run-ride-swim/id426826309

**For ages 14 and above.** Unlock your inner dancer and explore a wide variety of dance & freestyle tricks with classes tailored to your individual progress! Maximum class size of 6 persons. ### **Address** 100 Plus Promenade - Gate 21, National Stadium 397629 ### **Schedule** Sundays 215PM - 315PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

**For ages 17 and above.** Influenced by the Spanish and African culture, the Tango is sensual and passionate, one of the most fascinating dances. Stylized strides dominate this dance, along with periodical sharp and staccato movements. Tango’s passionate nature evokes a strong connection to the music, your partner and the audience, a dance that is exciting and often easy to learn. Its dramatic nature also makes Tango a very popular dance that is often featured in blockbuster movies; a favourite dance for those who enjoy drama within a dance. ### **Address** 795, North Bridge Rd, #02-01 797, 198763 ### **Schedule** Sundays 430PM - 530PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

Step up, try Pickleball. Pickleball is a growing sport in the world, named the fastest growing sport in the US for the past 2 years. Up to 6 pax per class. ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

As we prepare for our upcoming Mount Kinabalu expedition, this guided conditioning hike at Bukit Timah Nature Reserve is your opportunity to train with purpose — building the strength, stamina, and mindset needed for higher elevations. This is more than a casual nature walk. It’s a structured training session designed to help you: • Improve cardiovascular fitness • Strengthen legs for sustained uphill climbs • Build confidence on stairs and uneven terrain • Develop the mental toughness required for mountain expeditions Whether you’re gearing up for Mount Kinabalu or simply looking to elevate your outdoor fitness, this session provides a supportive and motivating environment to challenge yourself safely and effectively. Surrounded by lush rainforest trails and steady ascents, you’ll leave feeling accomplished, energized, and closer to your mountain goals. 🥾 Event Details 🗓️Date: 29 Mar 2026 Sunday ⌛Start Time: 2.30p.m. to 6.30 p.m. 📍Meeting Point: Hillview MRT (Passenger Service) ⌛Meeting Time: 2.15 p.m. 🗺️ Route Plan 🚶 Start Point: Hillview MRT ⬆️ Wallace Trail 🌿 Continue: Bukit Timah Nature Park 🧍Keep going: Rifle Range Nature Park 🙆 Nonstop: 🏕️ Proceed: Central Catchment Nature Reserves (MacRitchie) 🧍 End: MacRitchie Reserve Park Distance/Time: 12 Km/3.5 Hours Expect stair climbs, steady inclines, and natural forest terrain — ideal for building hiking-specific endurance in a safe local setting. ⚠️ Important Notes • Strict punctuality — departure at 2:15 PM sharp • Proper hiking or sports shoes are required • Bring sufficient drinking water • Be prepared for sustained climbs and uneven ground • Optional: light snacks, sunblock, insect repellent 📝 Disclaimer Participation is voluntary and undertaken at your own risk. Each participant is responsible for their personal safety and well-being throughout the session. Please follow instructions carefully and inform the organizer immediately if you feel unwell. Outdoor activities involve inherent risks, including slips, falls, and fatigue. The organizer will not be liable for any injury, loss, or incident arising from participation. ✨ Start Strong. Finish Stronger. Train intentionally. Build resilience. Take a meaningful step toward your mountain ambitions. 📝 Secure your spot today — limited slots available. 🌍 Upcoming International Expeditions 🏞️ Mount Kinabalu, Malaysia 🏔️ Mount Fuji, Japan ⛰️ Yushan (Mount Jade), Taiwan 🏞️ Mount Rinjani, Indonesia Train local. Prepare smart. Conquer global peaks.

**For ages 18 and above.** * Come to feel the magical connection of Argentine tango dance * You can join alone, or with partner/friends * For absolute beginners, or those want to do the basics better ### **Address** 36B Circular Rd, Level 3, Singapore 049392 ### **Schedule** Sundays 3PM - 4PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

Step up, try Pickleball. Pickleball is a growing sport in the world, named the fastest growing sport in the US for the past 2 years. Up to 6 pax per class. ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

**For ages 13 and above.** These classes are for climbers who just started their bouldering journey and want an introduction to the basics of bouldering. Experience a thoughtfully crafted introductory class for beginners. * Highly recommended for first-timers * One hour guided session, one hour free and easy gym access * Guided mobility warm-up * Safety briefing: learn how to fall safely and identify falling zones * Introduction to bouldering and basic terms * Basic climbing techniques ### **Address** 61 Robinson Rd, #05-03/04, Singapore 068893 ### **Schedule** Sundays 6PM - 8PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

**For ages 10 and above.** Tap is a popular style of American theatrical dance distinguished by percussive footwork that marks out precise rhythmic patterns on the floor. Dancers develop a keen sense of rhythm and balance. This beginner level class will teach you the basics needed to start having a blast! ### **Address** Dance On Us, 8 Claymore Hill, #01-03/04/06, Singapore 229572 ### **Schedule** Sundays 430PM - 530PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

Hello & welcome! Some thing to note: PRE-REQUISITE to joining our sessions: 1. Familiarity with competitive netball rules (eg. Obstruction, contact, held ball, stepping/ footwork, over a third etc) 2. Some level of fitness (continuous 10 min game time with short interval breaks) & basic netball skills (footwork/throwing/catching) https://powerplay.co.uk/app/resources/downloads/Power%20Play%20Netball%20Playing%20Rules.pdf https://youtu.be/V1qINnI-Dis?si=I8MXJfQSa9Kg1sUF ** game fee is $2/pax, unless otherwise stated. To be paid on site. **no-show / any cancellations within 24h to game time, a fee of $2 shall be imposed. Thanks for your understanding. ** Please drop me a PERSONAL MESSAGE via MEETUP if it’s your first time attending a session. If appreciate if you could inform if you’ve played netball before (even if long time ago) & at which capacity / level. **wet weather conditions: A Decision on whether the session is on will be made 1hr before game starts (ie. 5pm) so as to allow for travel time to KNC. Pls Look out for the comment by the Host on the Event page **We are a sporting group with the sole purpose of keeping fit & enjoying the sport. If any player is found to have any intentions apart from playing & contributing to a conducive game, the host reserves the rights to ban the person from the group. Thanks in advance for your cooperation! Looking forward to have you!

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)

The April Ohio North Database Training user group meeting will be held on **April 7th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Kayla Boor**. 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/meet/22562814501129?p=w1cSxeUXFTVeIpZiMw)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 **Accidental friends: How a DBA and an SRE worked together to optimize the system.** This session is focused on how to communicate effectively between teams to improve alert fatigue, performance, and observability. \*\*NEW SPEAKER \*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.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/86862937929?pwd=woa95D1r85dobjqxQ07NfBLNdTa9hc.1 Passcode: 705462 **If you can't get in, please call me at: 734 223-3307** **Document source:**

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)