Master Data Management

**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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

**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.

This is a free in-person meeting. Let's talk about relationships in such a way that you can really benefit from the knowledge. We can talk about * Soulmates * How to start a relationship * How to maintain a relationship * How to pick the right partner * How to recognize the red flags * How to improve communication * How to avoid argument and fights * How to increase trust You ask the questions, we'll talk about them. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is sponsored the Dianetics & Scientology Self-Improvement Center.

Join us on Monday nights at 7pm for two 25 minute quiet meditations, with one short walking meditation in between. There will be a brief and informal conversation afterward. Stay for as long as you like and feel free to bring or share whatever is on your mind. All Zen Center events are also available via Zoom at bit.ly/IndyZen.

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

**✨ Give Speed Dating a Go – Meet Detroit Singles Live on Zoom!** **⚠️ HEADS UP: Clicking RSVP Isn't Enough!** You **must** sign up through one of the links below and finish the short personality quiz to confirm your place. Choose your age range and register now – **places are limited and fill quickly!** **📋 Find Your Age Range Below to Register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=mosaic-mates-empowered-singles&ar=18-32&face_v=19.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=mosaic-mates-empowered-singles&ar=30-46&face_v=19.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=mosaic-mates-empowered-singles&ar=40-58&face_v=19.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=mosaic-mates-empowered-singles&ar=55+&face_v=19.0) --- 🔑 **The key to amazing first dates?** Being comfortable. Begin right here! This Zoom-hosted speed dating experience takes the anxiety out of meeting someone new. You'll have short, structured rounds with friendly Detroit singles – all from wherever you're most at ease. 🎯 **Perfect for:** - Singles searching for authentic connections beyond the apps - Anyone who thinks real chemistry begins with real conversation - People getting back into dating after a hiatus who want a gentle re-entry - Quiet or reserved singles who open up better in private conversations - First-time speed daters excited to try something different **Event Details** - **Format:** Zoom-based event – connect right from your own home - **Location:** Right from your home – no need to go anywhere at all! - **Host:** Experienced speed dating host with a knack for putting newcomers at ease - **Vibe:** A feel-good evening of laughs and connection with Detroit newcomers **How It Works** 1. **Find Your Age Group** – Locate your age range above and click to sign up. 2. **Complete the Quick Compatibility Quiz** – Helps us match you with like-minded Detroit newcomers. 3. **Hop on Zoom** – Pour yourself a drink, get settled, and let the host walk you through each round. 4. **Start Chatting** – Short, timed conversations with compatible Detroit singles. No awkward pauses! 5. **Match Results** – Find out who you clicked with. If the interest is mutual, we’ll connect you! 💡 **Pro tip:** Have a beverage ready and find a quiet, well-lit area for the best experience. **Frequently Asked Questions** **How long are the conversations?** Each round lasts a few minutes – long enough to feel a spark, short enough to keep things exciting! **Do I need to download anything?** Just Zoom! If you've used Zoom before, you're all set. We'll send you the link once you register. **What's the personality quiz for?** It helps us pair you with compatible people so your conversations are more likely to hit it off! --- ✨ Your next great connection could be just one Zoom call away. Don’t overthink it – just show up! ✨ ✨

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!

**💕 Indianapolis Virtual Speed Dating – A Hosted, Newcomer-Friendly Experience!** **🔴 KEY NOTICE: RSVP ≠ Guaranteed Entry!** You must sign up via your age group link below AND finish the personality quiz. This is required to take part. **Limited places** – register right away to avoid missing out! **🎯 Pick Your Age Group & Sign Up Now:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=alpine-frost-love-thaw&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=alpine-frost-love-thaw&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=alpine-frost-love-thaw&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Indianapolis&groupurlname=alpine-frost-love-thaw&ar=55+&face_v=3.0) --- 🙌 **Brand new to speed dating?** You've found the perfect starting point! Think of it as the most relaxed first date you'll ever have – from your sofa, with a host keeping things lively, and a room of Indianapolis singles who are just as eager (and perhaps just as nervous) as you. 🎯 **Perfect for:** - Singles who feel uneasy about meeting in person and prefer starting from home - Working professionals who prioritise their time and comfort - Singles who feel most at ease connecting from home first - First-time speed daters excited to try something different - Remote workers who enjoy the flexibility of virtual meetups **Event Details** - **Format:** Zoom video session – interactive, personal, and inviting - **Location:** Anywhere you have Wi-Fi – your sofa, your café, your pick - **Host:** Encouraging facilitator experienced in helping first-timers enjoy speed dating - **Vibe:** Welcoming, judgement-free conversations with singles from the Indianapolis area **How It Works** 1. **Select Your Session** – Pick the age group that suits you and claim your spot. 2. **Answer a Few Quick Questions** – Our quiz helps pair you with compatible Indianapolis singles. 3. **Join the Zoom Session** – Log in from home and greet your host. We’ll take care of the rest! 4. **Start Chatting** – Short, timed conversations with compatible Indianapolis singles. No awkward pauses! 5. **Connect After the Event** – Mutual matches are shared so you can keep the conversation going. ⭐ *"I nearly didn't sign up because I was anxious. So happy I did – best choice I've made!"* – First-time speed dater **Frequently Asked Questions** **What if I'm shy or introverted?** You're in exactly the right place! The virtual format and hosted conversations make it comfortable and easy for everyone. **What's the personality quiz for?** It helps us pair you with compatible people so your conversations are more likely to hit it off! --- ✨ Stop waiting for the ideal moment. This is it. Meet Indianapolis singles this evening! 💘 ✨

**The idea for this group is to build a community where men can gather together and build connections & learn and grow from each other.** How we start each meeting is by each of us checking in with our "roses and thorns" aka what are the good things and the bad things going on in your life recently? Then we will go into a topic discussion. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **COMMUNITY AGREEMENTS** \*\*THERE WILL BE A ZERO TOLERANCE POLICY FOR NO-SHOWS. IF YOU RSVP TO A MEETING AND FAIL TO SHOW UP WITHOUT NOTICE, YOU'LL BE REMOVED FROM THE GROUP. THIS IS TO PRESERVE THE INTEGRITY OF THE GROUP\*\* 1. Confidentiality - EVERYTHING that is shared NEVER leaves this space so that this space remains safe and sacred. There is a zero tolerance policy for this. If a man is in violation of this, they will be permanently removed from the group. 2. Non-Judgement - we respect and honor every man’s truth so that we may receive the same from others. While we may not agree on everything, we commit to respecting every man’s perspectives and engaging in honorable discussion with one another. 3. Be committed - honor your commitment to this group and to yourself. If you attend a meeting, please commit yourself fully to the meeting. Also be committed to your own journey. When we fail, we own it & clean it up. 4. Speak from the heart - this is NOT a space to “look good”, have the “right” answers, and have it all together. Relax and know you are not alone. Be exactly who you are within the safety of this space. 5. Be supportive - This means always willing to provide encouragement to your fellow men, encourage action and momentum in each other’s lives.. Be willing to challenge each other. Be willing to hold each other accountable. 6. Participation - what you receive from this community will be a reflection of what you put into it. Period. We ask that you share your perspectives, reflect on others, and give/receive support when and where it’s needed.

**✨ Online Speed Dating – Skip the Awkwardness, Enjoy the Fun – Beginners Welcome!** **⚠️ CRITICAL: Your Place Is NOT Confirmed by RSVPing!** Follow these steps to secure entry: 1. Pick your age group below 2. Click the sign-up link 3. Finish the personality quiz **Places are extremely limited!** **🔗 Click Your Age Group to Sign Up & Take the Quiz:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=rose-quartz-singles&ar=18-32&face_v=6.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=rose-quartz-singles&ar=30-46&face_v=6.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=rose-quartz-singles&ar=40-58&face_v=6.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Detroit&groupurlname=rose-quartz-singles&ar=55+&face_v=6.0) --- 👋 **Trying speed dating for the first time?** You'll wish you'd started earlier! No prior experience necessary. No dating profile needed. Just real humans having real conversations. Our online setup makes it effortless for newcomers to connect with Detroit singles in a no-pressure environment. 🎯 **Perfect for:** - Anyone who gets anxious about packed bars or in-person events - First-time speed daters excited to try something different - Anyone who's done with swiping and craves genuine conversation **How It Works** 1. **Secure Your Place** – Choose your age range and finish the registration process. 2. **Answer a Few Quick Questions** – Our quiz helps pair you with compatible Detroit singles. 3. **Join the Zoom Session** – Log in from home and greet your host. We’ll take care of the rest! 4. **Date from Home** – Have real, meaningful mini-dates with Detroit singles – all from your sofa. 5. **Connect After the Event** – Mutual matches are shared so you can keep the conversation going. **Event Details** - **Format:** Hosted live via Zoom – guided, enjoyable, and hassle-free - **Location:** Wherever you happen to be – no commute, no parking, no fuss - **Host:** Encouraging facilitator experienced in helping first-timers enjoy speed dating - **Vibe:** Warm, authentic conversations with Detroit locals searching for real connection - **Follow-up:** Post-event match results delivered straight to your inbox - **Matching:** Driven by our personality quiz for stronger compatibility - **Privacy:** Your contact details are never shared without mutual agreement - **Icebreakers:** Entertaining prompts provided to keep chats flowing 💡 **Handy hint:** Prepare 2–3 fun questions to ask – it helps conversations flow naturally. **Frequently Asked Questions** **Do I need to download anything?** Just Zoom! If you've used Zoom before, you're all set. We'll send you the link once you register. **Is my information kept private?** Completely. Your contact details are never shared without mutual agreement. **What if my internet drops out?** No stress – our host will help you get reconnected. Technical hiccups happen and we're ready for them! **How long are the conversations?** Each round lasts a few minutes – long enough to feel a spark, short enough to keep things exciting! --- ✨ Your comfort zone is your superpower. Speed date from home and meet someone incredible! 🌹 ✨

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 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.

**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)

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

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

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia