Data Profiling

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 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.

**✨ Online Speed Dating – Real Fort Wayne Locals, Live on Zoom** We pair you by personality and age so every conversation feels natural. Each round is a brief one-on-one Zoom chat with a Fort Wayne local paired by age and personality. A host keeps the pace comfortable. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 🎯 **Especially useful for:** - 🎉 People re-entering the dating scene after a break - Introverts who shine in one-on-one conversations 🗂 **Quick details** - **Format:** Live on Zoom – guided rounds from your home - **Location:** From home – all you need is Wi-Fi and a webcam 🧭 **How the session runs** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Fort Wayne singles. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 💡 **Tip:** Prepare a couple of questions — it keeps the conversation moving. --- ✨ Speed dating from home — easy, fun, and personality matched. ❤️‍🔥 ✨ Compressed version with the essentials only. Fast to read, easy to act on.

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**💖 Virtual Speed Dating – Columbus Singles, Curated by Personality** A hosted online speed dating experience for Columbus locals. We match you with compatible Columbus locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Find your age group below:** - ⚡ **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 👥 **Best for:** - Singles in Columbus who want to meet people from home - People fed up with swiping who want actual conversation 🧭 **How the session runs** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Columbus singles. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. **At a glance** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** From home – all you need is Wi-Fi and a webcam ⭐ *"The personality matching genuinely works. My matches were spot on."* – Columbus local **Frequently Asked Questions** **Do I need experience?** Not at all. The host walks you through everything. **Do I need anything besides Zoom?** **How long are the chats?** **What happens after?** --- ✨ Speed dating from home — easy, fun, and personality matched. 💞 ✨ Compressed version with the essentials only. Built for clarity over length.

**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

**💞 Meet Cincinnati Singles Tonight – Hosted Speed Dating on Zoom** Online speed dating for Cincinnati locals — hosted live on Zoom, personality matched. Each round is a brief one-on-one Zoom chat with a Cincinnati local paired by age and personality. A host keeps the pace comfortable. **Find your age group below:** - 🌍 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 🎯 **Great fit for:** - 🔥 Singles who prefer a hosted, structured experience - Cincinnati locals after personality-matched dates 🧭 **How the session runs** 1. **Register** – Select your age group above and sign up. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. 📍 **Event snapshot** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** Wherever you're comfortable – no venue, no travel 💡 **Tip:** Just be yourself. That's always the best approach. ⭐ *"The personality matching genuinely works. My matches were spot on."* – Cincinnati local **Frequently Asked Questions** **Do I need anything besides Zoom?** Just Zoom, a webcam, and Wi-Fi. That's it. **Do I need experience?** --- ✨ Register, take the quiz, and connect with Cincinnati locals tonight. 🥰 ✨ Short-form version for faster scanning. Everything important, without the extra padding.

**💘 Zoom Speed Dating for Cleveland Locals – Matched by Age & Personality** A hosted online speed dating experience for Cleveland locals. We match you with compatible Cleveland locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 👥 **Best for:** - 🎯 Busy professionals who don't want to waste evenings - Anyone curious about speed dating in a relaxed setting 🔄 **What to expect** 1. **Pick your age group** – Register through your link above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 📍 **Event snapshot** - ⚡ **Format:** Zoom video session – short timed rounds - **Location:** Wherever you're comfortable – no venue, no travel 💡 **Tip:** Prepare a couple of questions — it keeps the conversation moving. --- ✨ Register, take the quiz, and connect with Cleveland locals tonight. 💓 ✨ Quick version: this one gets straight to the point. Built for clarity over length.