Columnar Databases

How much do we LOVE COLLECTIVE? So SO MUCH!!!! Come join us for a high energy Friday night on the rooftop in Tysons! The band starts at 6:30. We're going to try and get there early, but it's a work day... Collective returns for the 2026 rooftop season at Starr Hill Biergarten. Best of the 80s, 90s, 2000s and today across rock, pop, pop punk, alt and country music. Voted "Best Local Band" by readers of Arlington Magazine. Your assignment: bring friends - introduce them to our particular brand of fun, and let's get GO. We'll see you on the 11th floor!

**Take your skills to the next level!** Maybe you’re feeling ready to jump into Day 2. How are you feeling about the speed with which you draw icons, symbols, and figures? How do you introduce emotions into your posters? Would you like to improve your handwriting and lettering skills? Have you worked with mobile elements? Step into the opportunity to capture live conversations using a simple, elegant technique for creating visually appealing charts There’s so much to learn and integrate into your repertoire. ***NB: bikablo Day 1 training is a prerequisite for this program, as we will complete one review exercise of learning from Day 1, and then we will move into new territory!*** **Location:** **IN PERSON** at Brian's Lizard Brain Studio in Herndon, Virginia. Exact address to be shared with registered participants. **Cost:** $600, payable to Jill Greenbaum. Go to Jill's calendar [here](www.jillgreenbaum.com/calendar), to choose and register for this course. **You MUST register with Jill to attend!**

To attend, register at: [https://www.eventbrite.com/e/evening-at-the-embassy-of-kenya-tickets-1988416620639](https://www.eventbrite.com/e/evening-at-the-embassy-of-kenya-tickets-1988416620639) – The Majesty of Nairobi – The Beauty of Chyulu Hills – The Wonder of The Mars Tonight, step on foreign soil for a special evening of native authentic Kenyan food, drinks, music, art, diplomats, film, and more! Featuring: A) **Kenyan Food:** Prepared by a native Kenyan chef. B) **Kenyan Beer and other African Beverages:** Sample the best and most unique Kenyan beers as well as other African treasures. C) **Special Kenyan Cultural Presentation:** **D) Diplomatic Greeting:** Hear from the leading Kenyan Diplomats and feel free to schmooze and network with the diplomatic staff, all of whom will be invited to this special evening, and many of whom are expected to attend. **E) Kenyan Art:** Throughout the embassy, the staff has arranged for the presentation of special African artifacts and paintings unseen to most Americans’ eyes. They will be on hand to personally discuss the art’s origins and meaning with you. **F) Kenya Cultural Film:** At your leisure, you are invited to watch recurring films showcasing Kenya’s cities, mountains, borders, landscape, people, tribes, animals, safari tours, everyday culture and much much more. Note: The *event is presented as a cultural event organized by us at the Embassy of Kenya, Your registration fee is used by Things to do DC solely to present diverse cultural events to our membership. No part of the admission fee is related in any way to the Embassy of Kenya or staff at the Embassy of Kenya. We appreciate your support of our event* ## Suggested Attire Smart Casual. Jeans, shorts or sneakers, or plain/design tee shirts are not acceptable. To attend, register at: [https://www.eventbrite.com/e/evening-at-the-embassy-of-kenya-tickets-1988416620639](https://www.eventbrite.com/e/evening-at-the-embassy-of-kenya-tickets-1988416620639)

[Book Your Classes by Clicking This Link! ](https://crowndancestudio.com/group-classes/) Friday: Advanced Expression End the work week with high-energy **Advanced Rhythm** from **7:00 PM to 8:30 PM**. This session dives deep into the technicalities of Latin and Ballroom styles like Rumba, Samba, or Mambo, designed for dancers who value precision and artistic expression. For $25, you'll receive intensive instruction that pushes your physical boundaries and refines your competitive or performance edge in a high-vibe atmosphere. **When: Every Friday** **Time: 7:00 pm to 8:30 pm.** **1 Dances per month:** **\*Please check the flyer on the group class page for the dance of the month. Or contact us to find out.** **Cost:$25 per person for 90 min.**

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Friday Spades in Virginia! 🕕 6:30pm to 10:30pm 😀 **Posted in multiple groups. So, expect a nice crowd.** 🚗 Parking is FREE!!! 🍷 Alcoholic beverages are available! Please support the business by purchasing food/drinks. ✅️ No partner needed! Get matched with a partner onsite. All skill levels are welcome. ❤️ Come hang out with a friendly and welcoming group. Meet new people and have a great time! 🌟 The fun starts at 7pm! RSVP today.

Hey Chapter Twoers, Spice Street is a hidden treasure in Silver Spring specializing in offering innovative Indian cuisine. Come join us at this tasty restaurant, which admittedly is only a hop, skip, and a jump from my place!

*Sometimes we invite Neurodivergent District members to join a virtual event from our Constellations community. We’re glad you’re here.* *Just to clarify, attending this event doesn’t include access to the Constellations member portal or membership. If you’d like ongoing access to events like this, along with curated member introductions for friendship or dating, you’re welcome to explore joining [Constellations](https://www.harringtonmatchmaking.com/constellations-membership).* Join us for a gentle, low-pressure walk at Brookside Gardens for women who want to connect in a calm, supportive environment. This is a space designed for ease: • small group, outdoors, and intentionally slower-paced • no pressure to socialize in any particular way We’ll spend time walking, talking (if you want to), and enjoying the gardens together at a relaxed pace. This gathering is created with care for those who are immunocompromised or benefit from a more accessible, lower-stimulation setting. To support participants with sensitivities, we ask that everyone consider arriving fragrance-free. **Please RSVP using the link below (not just Meetup)** so we can share the exact meeting location, route, and any weather updates. Click [here](https://harringtonmatchmaking.as.me/?appointmentType=91926732) to RSVP.

Come the whole time or if you just spend 30 minutes. All are welcome. You are welcome and encouraged to bring your own coloring supplies but, if you don't have any, I will have plenty and am happy to share! (coloring books, colored pencils, and markers). Part of the mission of this group is to provide us an opportunity to check out AND SUPPORT local businesses. So, please don't bring any outside food/drinks and, while purchasing something isn't at all a REQUIREMENT to participate in the event, I do strongly encourage you to try something from the vendor :) I look forward to seeing and meeting you there! ***\*\*DISCLAIMER*\*\*** Photos may be taken during the event to be shared here on Meetup so feel free to let me know if you'd like to be excluded from them.

Hello Everyone, Thank you so much for joining us for our **Valentine’s Mystery Social**! It was truly a pleasure to host such an intentional space for all of you to connect as "souls" rather than just titles and paychecks. We heard your feedback loud and clear: you all wanted more time to connect after the opening icebreakers! We have noted this and look forward to hosting several more of these sessions for our private clients throughout the year with even more space for deep discussion. ### **🔥 TODAY ONLY: Elite Match Alert** We have just added two profiles, a powerhouse Jack and Jill **brother and sister duo**—both exceptional catches: * **The Sports Agent (Male):** A high-achieving, family-oriented professional who embodies the values of our community and the legacy of his upbringing. * **The Powerhouse Attorney (Female):** A stunning attorney and active actress who is a true "Jack and Jill" legacy. She balances a high-stakes legal career with a passion for the arts. **Follow us on IG:** For our most up-to-date match alerts and event BTS, make sure you are following us on Instagram @helpmeetclub **Saturday Appointment Available:** We have **ONE** consultation opening available for this Saturday. This is first-come, first-served for anyone ready! **Consultation:** To celebrate these new additions, use code FRIENDS20 at checkout for an **[additional $55.55 off](https://thehelpmeetclub.com/join-our-database-of-singles-form/)**[ ](https://thehelpmeetclub.com/join-our-database-of-singles-form/)our current consult special. **This code is valid TODAY ONLY.** ### **Action Required: Selection Form** Please submit your final selections by the **end of today**. As a reminder, we only facilitate a "Double-Yes" match (where both parties select each other) or reach out if you have specifically marked that you are open to hearing from others. ### **Membership Updates** We are committed to the quality of our community. To that end, we have decided to make some adjustments to our membership structure: * **Database Services:** We will no longer allow women to join our database as a standalone service. * **The Reason:** It is undeniable that the women who complete our **Readiness Process** stand out and make exceptional partners. It is only fair that they are rewarded with exclusive access to our socials and curated community. On that note, if your database membership is currently expiring, please let us know and we will re-enroll you at 50% off your annual database membership fee.

**\*TO ATTEND GET TICKET At** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix) (Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.) Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home. Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering. You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket. This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards. \*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. Cost: $15-$20 depending on how early you register. **\*TO ATTEND GET TICKET AT -** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix)

A Pathfinder Society Scenario designed for levels 1–4 (subtiers 1–2 and 3–4). The Pathfinders travel to Iobaria, where elven druids and centaur warriors are united against an unlikely threat: a self-propogating horde of corrupted leshys! The source of the Abyssal corruption may be tied to a previous trip to Iobaria by the Pathfinder Society, so it falls to the PCs to seek out the source of the leshy incursion and restore balance to the woodlands. Written by: Mikhail Rekun Scenario tags: Faction (Verdant Wheel)

Second Saturdays, [asyouare](https://asyouaredc.com/) from noon 'til 2. (May is moved back a week!) Here's the menu: [Click & scroll down a page to see the menu](https://asyouaredc.com/pages/the-space) or at [Toast](https://www.toasttab.com/as-you-are/v3) As you are is a block from the Eastern Market Station on the Blue/Orange Lines.

🌺🍹 **TIKI PARTY @ PBR COWBOY BAR + SMOKEHOUSE** 🐂🌴 **Friday, May 15th** Grab your crew and get ready to trade boots for beach vibes (or rock both 😏). We’re turning PBR into a tropical party for one night only—think island energy, great music, and a packed dance floor. 🔥 **How to Join the Party** When you arrive, just **say “PBR Meetup” at the door** to get your wristband for exclusive drink specials all night! 🍹 **Exclusive Drink Specials-7pm-9pm** $3 Domestic Draft – Miller Lite & Coors Light $3 Well Liquor Cocktails $4 Vizzy Seltzers $5 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Cazadores Reposado & Jack Daniels $5 Select Shots – White Tea Shots & Fireball 💃 **What to Expect** 🌴 Tropical vibes + high-energy music 💃 Line dancing + dance floor all night 🤝 A fun, social crowd (perfect for groups or meeting new people) 📸 Plenty of moments you’ll want on camera Whether you’re coming for the drinks, the dancing, or just a fun night out—this is your excuse to show up and go all in. Throw on something tropical, bring your people, and we’ll see you at the party 🌺🍹

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**💥 Join us THIS Friday and EVERY Friday!** **💥 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 .

**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** TBD **YouTube Link** TBD

**💥 Join us THIS Friday and EVERY Friday!** **💥 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

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.