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Data on Fire: A Hands-On Intro to Spark in Fabric
The January Ohio North Database Training user group meeting will be held on **January 6th, 2025 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Jason Romans**.
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_N2Q3ODVjM2YtNDQ1NS00MDBjLWI5MzYtNDQ3YmFlZjkzMjAx%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 on Fire: A Hands-On Intro to Spark in Fabric**
Curious about Apache Spark but not sure where to start? This hands-on session introduces you to Spark in Microsoft Fabric Notebooksโa powerful and accessible way to process and analyze big data using familiar tools in the Microsoft ecosystem.
Weโll break down key Spark concepts like distributed computing, DataFrames, and lazy evaluation, then show how they come to life inside Fabricโs notebook experience. Youโll see practical demos that cover loading, transforming, and analyzing large datasetsโwhile leveraging Fabricโs modern data stack, including OneLake, Dataflows, and Pipelines.
Youโll also learn how to choose between Spark and pure Python notebooks in Fabric, based on execution needs, data integration, and use case fit.
Whether you're a SQL pro, BI developer, or data engineer, this session will give you the tools and confidence to start using Spark in your own projectsโno cluster management required.
\*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.
๐ฅ Lincoln Street Salsa ๐ฅ Salsa, Bachata, and Merengue Dancing!๐ฅ
**๐ฅ Join us THIS Saturday and EVERY Saturday!**
**๐ฅ At Columbusโ Hottest New Salsa Venue!**
**.**
Lincoln Street Salsa
THIS Saturday and EVERY Saturday!
8 pm โ 1 am
**.**
**๐ฅ Gorgeously Renovated Studio!**
**๐ฅ Free Parking!**
**๐ฅ BYOB!**
**๐ฅ Easy Access from Highway!**
**.**
Lincoln Street Salsa
1717 Brice Rd
Reynoldsburg, Ohio 43215
**.**
**ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING**
**Behind Anthonyโs Pharmacy!**
**.**
**PLEASE SHARE and help get the word out!**
**.**
**๐ฃ Salsa, Bachata, and Merengue Dancing!**
**.**
**๐ฃ** 8:00 pm โ 8:30 pm
**๐ฅ๐ฒ๐ด๐ถ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป**
**.**
**๐ฃ** 8:30 pm โ 9:30 pm
**๐๐ฒ๐ด๐ถ๐ป๐ป๐ฒ๐ฟ ๐๐ฎ๐ป๐ฐ๐ฒ Class!**
**.**
**๐ฃ** 9:30 pm โ 1 am
**๐ข๐ฝ๐ฒ๐ป ๐๐ฎ๐ป๐ฐ๐ฒ ๐ฃ๐ฎ๐ฟ๐๐!**
**.**
**โ
Questions?**
**Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)**
Or Text Todd: 614-774-8146
**.**
**โ
No Experience Necessary!**
**โ
No Partner Required!**
**โ
Plenty of People to Dance With!**
**.**
**โ
$15 Cash / $16 Card**
**โ
College Students $5 Off with Valid ID!**
**โ
BYOB**
**โ
Age 18+**
**.**
**โ
Lincoln Street Salsa is the perfect place forโฆ**
**.**
**๐ Learning to Dance**
**๐** Social Dancing
**๐ Birthday Celebration**
**๐** Bachelorette Parties
**๐ Girlโs Night Out**
**๐ Date Night**
**๐** Getting Fit / Burning Calories
**๐ Meeting New People**
**๐** Having Fun, Fun, Fun!
**.**
โ
**Questions?**
Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/")
Or Text Todd: 614-774-8146
.
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)
Japanese Language Meetup at Dublin Library
Come and join our lively Japanese language meetup, where Japanese language learners and native speakers come together to learn, play, and connect. Weโll practice through fun games and interactive conversation in a relaxed, welcoming environment. Whether youโre just starting out, more advanced, or a native speaker who enjoys helping others, everyone is encouraged to join and participate.
After the library we'll take a leisurely walk together to get food/drinks. There are many options around including North Market Bridge Park. It's a perfect opportunity to continue our conversations and enjoy each other's company over a meal.
Holiday Dinner
Monday December 29th at 6PM we'll be meeting up dinner at the Pies & Pints at Easton. Feel free to bring guests. Sandwiches run about $15 and large pizzas run $20-30.
๐ Lincoln Street Salsa Saturdays! ๐ Salsa, Bachata, and Merengue Dancing! ๐
**๐ฅ Join us THIS Saturday and EVERY Saturday!**
**๐ฅ At Columbusโ Hottest New Salsa Venue!**
**.**
Lincoln Street Salsa
THIS Saturday and EVERY Saturday!
8 pm โ 1 am
**.**
**๐ฅ Gorgeously Renovated Studio!**
**๐ฅ Free Parking!**
**๐ฅ BYOB!**
**๐ฅ Easy Access from Highway!**
**.**
Lincoln Street Salsa
1717 Brice Rd
Reynoldsburg, Ohio 43215
**.**
**ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING**
**Behind Anthonyโs Pharmacy!**
**.**
**PLEASE SHARE and help get the word out!**
**.**
**๐ฃ Salsa, Bachata, and Merengue Dancing!**
**.**
**๐ฃ** 8:00 pm โ 8:30 pm
**๐ฅ๐ฒ๐ด๐ถ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป**
**.**
**๐ฃ** 8:30 pm โ 9:30 pm
**๐๐ฒ๐ด๐ถ๐ป๐ป๐ฒ๐ฟ ๐๐ฎ๐ป๐ฐ๐ฒ Class!**
**.**
**๐ฃ** 9:30 pm โ 1 am
**๐ข๐ฝ๐ฒ๐ป ๐๐ฎ๐ป๐ฐ๐ฒ ๐ฃ๐ฎ๐ฟ๐๐!**
**.**
**โ
Questions?**
**Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)**
Or Text Todd: 614-774-8146
**.**
**โ
No Experience Necessary!**
**โ
No Partner Required!**
**โ
Plenty of People to Dance With!**
**.**
**โ
$15 Cash / $16 Card**
**โ
College Students $5 Off with Valid ID!**
**โ
BYOB**
**โ
Age 18+**
**.**
**โ
Lincoln Street Salsa is the perfect place forโฆ**
**.**
**๐ Learning to Dance**
**๐** Social Dancing
**๐ Birthday Celebration**
**๐** Bachelorette Parties
**๐ Girlโs Night Out**
**๐ Date Night**
**๐** Getting Fit / Burning Calories
**๐ Meeting New People**
**๐** Having Fun, Fun, Fun!
**.**
โ
**Questions?**
Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)
Or Text Todd: 614-774-8146
BeComing Circle Initiates
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







