Eksploracja danych

Hey Everyone! Let's meet at Belle's Bread Bakery and Cafe. There is lots of free parking and easy access to the cafe and many shops and restaurants as well. This is a great way to meet new and old friends while chatting about life and practicing English language speaking skills. All are welcome and encouraged to join us anytime between 11am and 1pm. Looking forward to seeing you soon.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

**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)

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!

**Community Dance – Every Friday at Unity of Columbus** Let go of the week’s stress and move into joy! Join us every Friday for an evening of community, connection, and dance at Unity of Columbus. It’s a chance to meet new friends, express yourself through movement, and experience the emotional healing that comes from music and rhythm. No dance experience needed — just bring your energy, an open heart, and your dancing shoes! Dance is freedom. Dance is healing. Dance is fun.

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/) Or Text Todd: 614-774-8146

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. If the weather cooperates we will be meeting in the patio. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."

👇 purchase tickets online at the link below. ready for an unforgettable night of Women's Indoor Volleyball and camaraderie! Join fellow members for an action-packed evening and cheer on the Fury together. Where: Nationwide Arena Price: $27 Who: Active Member & Guest Non-Member Event Contact: Betsey Lyon, betseyllyon@yahoo.com Sign up link below: [Columbus Fury Volleyball Game - Calendar - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=4091&club_id=686961&item_id=2795127)

Our Fun Friday event just got better! Our event has been expanded to include your choice of TWO great films: EPIC: ELVIS PRESLEY IN CONCERT or SCREAM 7! EPiC: ELVIS PRESLEY IN CONCERT is directed by Baz Luhrmann and uses rare and previously unseen interviews and videos of Elvis in concert to create “one of the most exciting concert films you’ve ever seen!” SCREAM 7 assembles previous cast members and great newcomers for the next chapter of one of the most reliable horror franchises! In this film, a new Ghostface killer emerges with the daughter of Sidney Prescott becomes the next target. Here are details, trailers and our plan for this event: EPiC: ELVIS PRESLEY IN CONCERT uses rare and previously unseen interviews and concert footage to create “one of the most exciting concert films you’ve ever seen!” In addition to the stellar reviews, the film was runner up for the People’s Choice Award for Documentaries at the Toronto Film Festival. The film is earning a Certified Fresh 95% positive rating on Rotten Tomatoes (and a 99% positive rating audiences)! The RT site declares, “Resurrecting Elvis Presley at the peak of his showmanship, Baz Luhrmann's truly epic concert documentary restores some joy into The King's legacy.” Film Threat adds, “The most beautiful thing about EPiC: Elvis Presley in Concert is that in connecting us so intimately to the man and showing him in all his complexity, Luhrmann cuts through the baggage we bring and gives us a fresh look at one of the most fascinating and accomplished musicians who has ever lived.” TRAILER: https://www.youtube.com/watch?v=NmqWusmzp0k SCREAM 7: This is an opening night showing of next chapter in one of the best and most reliable horror franchises! In this film, Sidney Prescott has built a new life in the quiet town of Pine Grove, Indiana, until a new Ghostface killer begins to target her daughter, forcing her to face her past to end the killings once and for all. The stellar ensemble case includes Neve Campbell, Jasmin Savoy Brown, Mason Gooding, David Arquette, Matthew Lillard and Courteney Cox all reprising their roles from the previous films, along with Isabel May, Anna Camp, Mckenna Grace, Asa Germann, Celeste O'Connor and Joel McHale! TRAILER: https://www.youtube.com/watch?v=CsHBPYVFd3Y PLAN: For the bite before the show, BOTH GROUPS meet in the Bar Area at BRAVO at 5:00pm. Should be pretty open, but keep an eye out for us and we’ll keep one out for you! For EITHER MOVIE, please purchase your ticket for the 6:30pm showing and meet in the lobby area between 6:10 and 6:20pm. Advance ticket purchase advised. Once you have yours please list your movie of choice and seat number in the Comments section of this event. Should be a fun one! Look forward to seeing you there, Dan

Coffee and conversation at [Stauf's Coffee Roasters](https://www.staufs.com/) in German Village. Street parking is free on Sundays.

**Caller: Frank Buschelmann** **Band: The Rosenthorns** **Big Scioty Contra Dance** **temporarily returning to our long ago location for Jan-March - First Congregational Church, 444 E. Broad St., Columbus 43215** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 7:30 - 8:00, followed by dancing 8:00 - 10:30. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. For more information contact me or check out our website: [www.bigscioty.com](http://www.bigscioty.com/) Please bring your own refillable water bottle. Snacks to share are always welcome!

Inspired by our successful events like "Saturday Mornings @ East Market" and other "Pot Luck in the Park" lunches, this gathering promises to be a blend of fun conversations, language exchange, and cultural insights, all while sharing wonderful foods with each other. Please bring a dish to share and anything you would like to drink. We will provide plates, plastic silverware and napkins. So, come hungry and ready to chat!

# **The Ostrich Social** #### **3408 Indianola Ave** BYOB / Pizza will be provided so Please RSVP Dresden Stammtisch is a monthly social gathering for members and friends of Dresden Sister City, Inc. The event is free and open to the public. We speak German or English - it is largely up to you!

A classic Italian road comedy that was so good the film ministry recognized it as "culturally significant." Starring Vittorio Gassman and Jean-Louis Trintignant, the film shows that for young men in love the rules of the road are only suggestions. And the rules for love? Hey, this is an Italian picture! Oh to be young and filled with joie de vivre or la dolce vita. A french/italian fun filled movie with a surprising twist at the end. Do you have a fun memory from your youth?

[Social Softball 2026 - Calendar - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=4002&club_id=686961&item_id=2871538&actr=3) CSC Softball is a competitive but friendly co-ed league. This is CSC’s largest activity with over 200 participants. Each team typically consists of 6 men and 6 women players. Some teams also have a Non-Playing Assistant (NPA) who helps keep score and organize cookouts. **2026 Regular Season:** Thursdays April 30th - July 30th 6:15pm/7:15pm \*No games the week of July 4th\* **End of Season Tournament:** August 8th-August 9th (All Day) \*5 Game Min., 7 Game Max\* **Location:** Anheuser Busch Fields 4990 Olentangy River Rd, Columbus, OH 43214 **Ratings Clinic:** March 14th or March 21st 10:30am - 11:30am @ Busch Fields \*All New Players must attend 1 of the clinics\* **Team Accouncements:** April 3rd 6:00pm @ Coaches Bar & Grill **Team Practice Dates:** April 16th & April 23rd **Fees:** Coach/Player - $72 Sponsor - $310 Non Playing Assistant/Party Coordinator/Base Coach - $25