Data Mining
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Data Cleansing using Data Bricks
The May Ohio North Database Training user group meeting will be held on **May 5th, 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/meet/287759659366576?p=kCaammjECnUCvZzEJv)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**: Elections, 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 weβll 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.
COhPy Monthly Meeting
**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: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code.
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
May Ann Arbor R Users' Group Meeting - AI in Positron
**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.
**Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron
You can download documents, or clone/fork the repository.
**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/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377
Passcode: 940392
**If you can't get in, please call me at: 734 223-3307**
**The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**
IxDA Chat βn Pancakes
It feels like we just saw each other π€·. Join members of the local design and UX community for our monthly breakfast. For May weβre stopping in for Roohβs popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and thatβs not even the prettiest thing on the menu!.
Rethinking Knowledge Work in the Age of AI
We invite you to an in-person session in Seattle exploring the real impact of AI on knowledge-driven industries β from shifting economics and the disruption of traditional SaaS and consulting models to where organizations can still build lasting competitive advantage.
As AI platforms like ChatGPT, Claude, and Gemini continue to redefine how work gets done, organizations face a critical question: how can they adapt, remain competitive, and create lasting value?
Weβll discuss practical strategies for integrating AI while preserving human expertise, along with actionable approaches to upskilling teams for an AI-driven workplace. Drawing on real-world experience from training thousands of professionals and deploying AI solutions, this session will provide clear, applicable insights for todayβs evolving landscape.
Following a short presentation, the session will open into an interactive discussion where attendees can share perspectives and explore key questions around the evolving role of humans, organizational adaptation, and staying competitive in an AI-first world.
**Who should attend:**
β’ Executives and managers in SaaS, consulting, and knowledge-driven organizations
β’ Professionals exploring AI upskilling and workforce transformation
β’ Anyone interested in the future of AI and knowledge work
π **Location:** Data Science Dojo, 5010 148th Ave NE, Suite 200A, Redmond, WA, United States
π **Google Maps:** [https://lnkd.in/d8WA-yNc](https://lnkd.in/d8WA-yNc)
**π» Online Access:** A livestream will be available for those unable to attend in person; however, the full interactive experience is reserved for in-person participants.
Detroit Meet Your Match from Home
**π Speed Dating on Zoom β Personality Matched for Detroit Locals**
Ditch the apps. Meet Detroit singles face-to-face on Zoom tonight. You'll cycle through short one-on-one video chats with Detroit locals matched to you by age and personality. A host keeps the evening flowing smoothly.
**Choose your age range to register:**
- **Ages 18-32** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=city-readers-social-and-discussion-collective&ar=18-32&face_v=1.0)
- π **Ages 30-46** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=city-readers-social-and-discussion-collective&ar=30-46&face_v=1.0)
**β οΈ Important: RSVP β registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited.
---
π― **Especially useful for:**
- π First-timers new to speed dating
- Detroit locals after personality-matched dates
β *"10/10. The host was fantastic and I actually had fun on the dates."* β Detroit first-timer
π **What to know**
- π **Format:** Zoom video session β short timed rounds
- β‘ **Location:** Your space β couch, desk, wherever suits you
π§ **How the session runs**
1. **Sign up** β Tap the link for your age range above.
2. **Complete the quiz** β Short personality quiz so we can match you well.
3. **Log in** β Connect to the Zoom session from home. The host runs the show.
π‘ **Tip:** Prepare a couple of questions β it keeps the conversation moving.
---
β¨ Meet Detroit singles from home. Sign up and we'll take care of the rest. π β¨
Compressed version with the essentials only.
Fast to read, easy to act on.
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**Unleash Your Inner Oracle: The Polymarket Edge**
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**Cracking the Code of Polymarket.** Turn your analysis into profit.










