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Data Cleansing using Data Bricks
The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**.
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_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%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 Cleansing using Data Bricks**
Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure.
\*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.
Grow your business by connecting with the right people
Come and grow your business by meeting these other business professionals. We can help you expand your customers.
Go Build & Learn
Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free!
This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.
Powell Gold Star Referral Club Meetup
We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!
Columbus in-person chapter meeting: Your 2026 Buy Box + Successful Rentals 101
(Note: RSVPing here on meetup does NOT reserve your seat. To do that, you’ll need to register at our website, **[HERE](https://www.coreerocks.com/Events.aspx?ID=Columbus-in-person-chapter-meeting-Your-2026-Buy-Box-Successful-Rentals-101-14-3-3-2026)**.)
Let’s be honest. In 2026, you can’t use 2023 strategies and “hope” a deal works out.
Demand for rentals, wholesale deals, retail deals, and even loans has changed, and that means that the most active, experienced investors have changed the way they do deals (and maybe even the kinds of deals they’ll do).
Here at COREE, our job is to shortcut your learning curve by introducing you to the people and concepts you need to take the shortest path from here to financial freedom, and we think you’ll agree that this meeting is a no-brainer, if you’re serious about making wealth-building deals this year.
Here’s the detailed agenda:
From 6:00–7:00 p.m.,
From 7:30–9:00 p.m.,
Agenda:
5:00–6:00 p.m. Complimentary Light Dinner & Networking
6:00–7:00 p.m\*\*. New Investor Meeting: Basics of Making Money in Rentals with Vena Jones-Cox\*\*. If you’re planning to buy rentals today, you have to know how to evaluate the REAL income and expenses before you make an offer. If you’re new, you’ll finally understand how rentals really produce profit. If you’ve been around a while, you’ll see how today’s numbers change the math.
7:00 –7:30 **Buy-Sell-Trade (Members Only)**
Bring your deals, money, buyer lists, referrals, and requests.
Fast-moving. Bring flyers or business cards.
Guests get a quick orientation with Executive Director Vena Jones-Cox.
7:30–9:00 p.m. **Main Meeting: Your 2026 Buy Box: What Experienced Investors are Buying in 2026 (and what they won’t touch).** Our panel of active, experienced investors will lay out their 2026 buy boxes. Not hypotheticals. Not “in theory.”
What they are actually buying—and what they won’t touch.
They’ll share:
* What property types investors are actively pursuing
* What strategies they’ve stopped using
* The exact numbers they require before they say yes
* How insurance, taxes, and rates have tightened the buy box
* What instantly disqualifies a deal in today’s market
* How to define your own 2026 buy box based on capital and risk tolerance
Members and non-members at any level of knowledge and experience are welcome—as long as you’re serious about real estate, value experience-based, no B.S. education, and want to give as much as you get.
Remember, to actually reserve your seat, you have to go **[HERE](https://www.coreerocks.com/Events.aspx?ID=Columbus-in-person-chapter-meeting-Your-2026-Buy-Box-Successful-Rentals-101-14-3-3-2026)** and register on our website!
Senior Coffee Group
This is just a fun group to socialize, get out of the house, and meet new people.
Eventos de Business Intelligence Esta Semana
Descubre lo que está sucediendo en los próximos días
Celebrate Her-Women's Wellness and Business Event
https://www.celebrateherevent.com/
Gather your girlfriends, invite your colleagues, and come ready to connect, grow, and celebrate in a powerful way. Feel free to share with special women in your circles, we would be so gracious.
We can’t wait to see you there! Workshops, freebies, music, art, massage, hair tinsel, comp. headshot photo, vendors of all modalities.
This Sunday, 12-5pm Edison Venues, Gahanna, Ohio
You’re officially invited to join us for Celebrate Her — an empowering afternoon designed to uplift, connect, and celebrate women in business, wellness, and community.
March 8, 2026
12:00 PM – 5:00 PM
Third Floor (Menlo) at Edison Venues
781 Science Blvd., Gahanna, Ohio
Enjoy 50+ vendors, inspiring speakers, interactive workshops, shopping, networking, wellness experiences, and so much more. This is more than an event — it’s an experience created to celebrate HER… and that includes YOU.
View event details: [https://www.celebrateherevent.co](https://www.celebrateherevent.com/)m
Gold Star Business Networking
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!
Lewis Center Networking Lunch
Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us.
We have a speaker each week so that we can learn about their business.
Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you!
All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)
Agile Coaching Circle -- IN-PERSON
Join other experienced and aspiring agile coaches and professionals to:
* develop and practice your coaching skills in a peer-to-peer environment
* share current successes and challenges in your work environment and get support from each other
* learn from each other, build better relationships and experiment with new ideas
IxDA Chat ‘n Pancakes
Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.
DoJo (Informal Python Meeting)
**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)
Eventos de Business Intelligence Cerca de Ti
Conéctate con tu comunidad local de Business Intelligence
CBusData - Discover the Power of Window Functions
Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems:
* Using running totals
* Performing operations in intervals
* Identifying data gaps and islands
* Performing aggregates without losing detail
Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.
Data & Analytics Wednesday - Google Analytics Alternatives
**Google Analytics Alternatives**
Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday.
Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”.
Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process.
We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer.
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)
Lewis Center Networking Lunch
Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us.
We have a speaker each week so that we can learn about their business.
Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you!
All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)
Making Moves: Small-Group Coaching for Women in Product
## Hey Columbus WIP peeps!
## Are you ready for an event that actually gives you what you asked for??
**\-\-\-\-\-\-**
**A Small-group coaching conversations for women in product navigating growth, leadership, and career decisions.**
**March 10 \| 5:30–8:00 PM**
**Rev1 -- NEW SPACE**
**330 Rush Alley #100**
**Parking Options:**
• **Rev1 at The Peninsula**
• **Starling St. Garage South** – 377 W. Capital St.
• **LAZ Parking (COSI)** – 50 Belle St.
• **LAZ Parking Limited** – 375 W. State St.
• **Veterans Memorial Lot** – 300 W. Broad St.
• **Metered Street Parking**
**What moves are you making?**
A promotion you’re working toward.
A role change you’re considering.
A bigger leadership opportunity.
A conversation that needs to happen.
A decision that’s been sitting in the back of your mind.
For our Q1 Women in Product Columbus event, we’re creating space to actually work through those moments.
**Making Moves** is an evening of focused, facilitated coaching conversations with experienced mentors from our local product community. This isn’t a panel. It’s not passive networking. It’s small-group dialogue designed to be thoughtful, practical, and worth your time.
Here’s how it will work:
• You’ll choose a topic that reflects what you’re navigating right now
• You’ll join a small coaching circle (5–7 participants)
• Each circle is led by a mentor who has lived experience in that area
• We’ll run two rounds so you can go deeper or explore a second conversation
### Coaching Topics:
• Communicating the Value of Your Work (or Team)
• Career Transitions & What’s Next
• Growing Into Leadership
• Staying Relevant as Technology (and AI) Changes
• Getting Alignment and Decisions from Leadership
Our goal is simple: you leave with clearer thinking, practical perspective, and at least one next step you feel confident about.
Space in each circle will be limited to keep conversations meaningful.
If this sounds like the kind of room you’ve been wanting to be in, we’d love to see you on March 10.
RSVP here! [https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event](https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event "https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event")
*And if you haven't joined the WIP group - do that too, would ya?!?!*
—
Your Columbus Chapter Leads -
Amber, Leah and Liz!
Quarterly Goals Reset for Product Professionals
One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that.
As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact?
Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization.
We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM.
📍 First Watch - 7227 N High St
Located in: The Shops at Worthington
Ample parking is available.
Food and beverages will be available for purchase.
Start your morning with clarity and connection — we hope to see you there! ☀️
NFT AI ART Columbus
NFT's are here to stay folks!
This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more.
**PLUS**
This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.





























