Data Vault Database Modeling

Looking to connect with other young adults with food allergy? Join **Adulting with Allergies**, FARE’s social club for young adults 21 and up. **[Register Here](https://www.foodallergy.org/resources/adulting-allergies-young-adult-food-allergy-social-club)!** The goal of Adulting with Allergies is to create a space where young adults can connect, share experiences, and build community. Members can participate in quarterly virtual hangouts, as well as annual in-person events hosted in cities across the U.S. Our first **VIRTUAL** session will take place on **May 26 at 7 PM EST** and will focus on navigating food allergies in the workplace. Please note that there is no limit to number of attendees. If you're interested in registering, click the link above!

**REGISTER AT THE LUMA EVENT PAGE!!!** https://luma.com/27ja5gwl Join us for an exciting talk by Mary Gibbs, Senior Applied Scientist at Relativity. ​ ​**​Agenda:** ​​6:00 - 6:30 PM - Welcome and mingle 6:30- 6:45 PM - Introductions 6:45 - 7:30 PM - Talk 7:30 - 8:00 PM - Wrap up **​​Description:** ​If you have ever shipped a model, watched your metrics improve, and later learned from your users that something was wrong, the metrics were always wrong. You just didn’t know it yet. An evaluation consists of three components, a benchmark, a scorer, and a claim about what a score represents. Each component has its own weaknesses. Benchmarks can suffer from narrow coverage, contamination, or saturation. Scorers are often chosen for ease of automation or computation rather than for their alignment with user outcomes. And the claim connecting a score to reality is rarely made explicit. These gaps compound across the model development lifecycle. When metrics improve, teams treat that as a signal and optimize directly against it, which is how a measurement problem becomes a model problem. This talk maps where evaluations can go wrong, considers counterarguments, and ends with practical advice for building better ones. **​Speaker Bio:** ​Mary is a Senior Applied Scientist at Relativity, tackling data science challenges in the e-discovery and legal tech space. She is also an organizer for Women and Gender eXpansive Coders DC (formerly Women Who Code DC), fostering a community dedicated to empowering women and nonbinary individuals to excel in their careers. Mary's experience spans various domains. She has developed data science solutions related to job search and career progression at Teal, cybersecurity challenges at LiveAction Software, and commercial and government consulting at Mosaic Data Science. Before venturing into the field of data science, Mary conducted and published research pertaining to the cellular and molecular mechanisms underlying neurodevelopment at the National Institutes of Health. In other words, she has dissected and imaged a lot of fruit fly brains. She holds a M.S. in Data Science from The George Washington University and a B.A. in Biological Sciences from Cornell University

**When**: Tuesdays, 6:00-9:00 pm **Where**: Pyramid Atlantic's Helen Frederick Gallery (2nd Floor) Pyramid Atlantic Art Center\* 4318 Gallatin Street, Hyattsville, MD 20781 Convenient cheap parking in several nearby municipal parking lots including the lot near Franklins. Only 0.50cents/hour until 8pm; please enter through the rear doors. **What**: Each Tuesday session begins with five 5-minute warm-up poses. We then draw from a sustained pose for the remainder of the session. Please bring your own art materials, paper and portable easel (if needed). Chairs and drawing boards provided. **Cost**: $20/session or $75/5-session punch card Walk-ins and late arrivals welcome, no experience necessary! **Etc**.: Age 18+ **Contact**: Milena- hyattsvillefiguredrawing@gmail.com \*Membership to Pyramid Atlantic, though not required, is enthusiastically encouraged! [Pyramid Atlantic Membership](https://pyramidatlanticartcenter.org/support/membership/) *We are not looking for new figure models at this time, no inquiries please. Thank you.*

Join us for Happy Hour and trivia at Caddies on Cordelle in Bethesda. Happy Hour prices last until 10 pm. Trivia starts at 7:30, but we will arrive early to get a table. [https://caddiesoncordell.com/event/trivia-night/2025-06-24/](https://caddiesoncordell.com/event/trivia-night/2025-06-24/)

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“Artemis II and Beyond,”** on how the recent space mission fits into long-term plans for the Moon, with Michael J. Neufeld, retired senior curator for the Space History Department of the Smithsonian’s National Air and Space Museum. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/dc-artemis-ii-and-beyond](https://events.ticketleap.com/tickets/profsandpints/dc-artemis-ii-and-beyond) .] NASA’s recent, spectacular Artemis II mission is a sign that the United States is serious about sending humans to the Moon again. Gain an understanding of how Artemis II fits in both past and planned lunar missions with historian Michael Neufeld, who was lead curator of the Smithsonian’s Destination Moon exhibit. He has taught at Johns Hopkins, Colgate, and other universities, and is the author or editor of nine books dealing with the history of technology. He’ll start by looking at the aftermath of the Apollo program of a half century ago and why it ended only four years after its first lunar mission. He’ll consider why no lasting lunar programs emerged from major announcements by two presidents, George H.W. Bush and George W. Bush, that astronauts would be going back to the Moon and on to Mars. His vividly illustrated lecture will then explore how Artemis is a product of a human spaceflight program that has changed dramatically over the past 50 years. We’ll look at how collaboration with Europe, Canada and Japan became integral to the shuttle and International Space Station programs, and how the rise of new commercial space companies such as SpaceX has enabled NASA to buy both space services and space craft. Both international and commercial partners are involved in the latest Moon efforts, with SpaceX and Blue Origin expected to supply the landers to take astronauts down to a planned base on the Moon’s South Pole. How soon will any of this happen? Probably not as quickly as NASA says, but the specter of a Chinese landing on the Moon by 2030 is one obvious reason to keep things moving along. We’ll look at the sustainability of the Artemis space program for at least the next decade or so. You’ll emerge from the talk with no doubt that exciting days are ahead for space fans. (Doors: $17, or $15 with a student ID. Listed time is for doors. The talk starts 30 minutes later.) Image: The Artemis II mission launch (NASA photo).

Bring your child and join us for a fun morning of language practice and cultural exchange at Big Chimneys Park. Children will have opportunities to: * Practice languages in a natural setting * Participate in games and activities * Build confidence speaking another language Parents can: * Network with other multilingual families * Practice their own language skills * Share cultural experiences No Attendee limit. All languages welcome. No fluency required. Just curiosity and a willingness to communicate.

Thanks to extensive surveillance, tireless exploration, and intelligence from a recently rescued ally, First Seeker Sarmak has finally pinpointed a secret entrance to the mysterious Wreck of the Returned. If the Starfinders can gain access to this entry point and secure it without being caught, they can use this entrance as a foothold to launch two vital missions: a rescue mission to the conversion facility within the Wreck’s sublevels, and a direct assault on the being at the heart of the Wreck, Elovai. It’s up to you to navigate underground tunnels through the Sloughscar Hills on Akiton to gain entry to the Wreck of the Returned and secure an entry point without being discovered! A Starfinder Society Scenario designed for 3rd- through 4th-level characters, playable in 2-3 hours. This is an adventure in the ongoing Invasion's Edge metaplot. Written by Kyle T. Raes.

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

The Cover6 Community's in-person meetup is back — round three, and we're keeping it exactly where it should be. We're downstairs this time — right by the bar. No conference room, no roped-off section upstairs. Just the right amount of space for real conversation, and drinks already there if you want one. What to expect: • Pure open networking — no agenda, no presentations, no slides • Three hours to connect, catch up, and build real relationships • Genuine conversations with practitioners, newcomers, students, and professionals from across the industry • Good energy, familiar faces — and plenty of new ones When you walk in, skip the elevator. Head straight to the bar and you'll see me close by. Who should come: Anyone in or entering the cybersecurity space in the DMV. It doesn't matter if you've been in the industry for 20 years or you're still studying for your first cert. You belong here. Bring a friend — the more the merrier. Tag someone who needs to be in this room. 📍 AC Hotel by Marriott Arlington National Landing 1999 Richmond Highway, Arlington, VA 22202 (Metro accessible — Blue/Yellow Line, Crystal City Station) We're downstairs — look for us by the bar. 📅 Thursday, May 28, 2026 🕕 6:00 PM – 9:00 PM RSVP so we know how many people to expect. See you Thursday. — Tyrone & the Cover6 Community team

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.

GM Jason will run an Ultraviolet Grasslands session. Stay with me, here: what would happen if we mashed up Oregon Trail with Dying Earth with Mad Max? Well, UVG answers that question (that nobody ever asked) with this heavy metal psychedelic fantascience pointcrawl game. Please the horned catlords by hitching your lime green fox-ocerous pony to your wagon and heading west to see if you can’t trade all this vampire wine for some profit! None of those words will make any more sense to you after playing, probably, but we’ll have an amazing time exploring! This will be way more about the joy of exploration, the tedium of travel, and the thrill of commerce than it will be about battle. If that sounds refreshing, come try something new with us! If you’d like to try to roll up a new character, DM the DM and I’ll get you instructions. New players welcome! No prep needed! **Where**: 1111 Belle Pre Way, Alexandria. Right across the laneway from Lost Dog. Looking for a place to play in-person RPGs and make new friends? Burnt out on internet D&D? Interested in trying games like Shadowdark and Dungeon Crawl Classics? Look no further than DMV RPG - Open Table! Whether you're a seasoned player or just getting started with tabletop role-playing, our group offers a welcoming, inclusive, and safe environment for all gamers to gather and embark on epic adventures together. From Dungeons & Dragons to sci-fi sagas, there's something for everyone here. Join us for regularly scheduled meetups, make new friends, and unleash your imagination in a fun and collaborative setting. Let the games begin! **Rules**: always teachable at the table **Gaming is for everybody**: Welcoming, inclusive, and safe **Pregens**: the GM will have pre-made characters so you can jump right in **Game**: Old School & New School, but likely lightweight **Multiple GMs**: We run games in a rotating GM format, so come to play and make friends, but we'll be looking for your interesting one-to-three shots to try.

**Looking for Players New And Old:** Hi y'all, I'm Andrew. I'm looking to jumpstart an Old-School Renaissance (OSR) TTRPG group in the Greenbelt/College Park area. No experience is necessary. Our first session will be a level 1 one-shot designed by me. In it, players investigate a stone tower on behalf of an army looking to occupy the surrounding lands. For those with limited experience with the OSR or Shadowdark, take a look bellow. I'm excited to see you guys there and get this thing rolling! **Shadowdark, Our Old-School Style Rule System:** Shadowdark is a system designed to bring together the principles of early D&D gameplay and the familiar and intuitive nature of modern systems. Those of you familiar with D&D and Pathfinder will find the six attribute/D20 roll-over system familiar, however, the way the game is played is fundamentally different in a few ways: * **Character Survival Not Guaranteed:** In some games, the DM works to ensure characters don't die easily or without a good reason. In Shadowdark, danger lurks in every corner and characters can die at any time depending on how they react to their environment. If they want their characters to survive, players must play carefully, avoiding traps and sneaking past enemies too powerful for them. The more hardcore style of gameplay encourages players to consider their risk management strategy and to develop creative solutions to avoid a perilous fate. * **Player Smarts Over Dice Rolls:** Yes, you'll still roll to see if you can push the door down or cast a spell, but you won't be rolling as many perception checks to search for traps or distract guards as in other games. Players are encouraged to play smart and communicate what they are doing in detail. "I run my hands along the face of the wall, checking to see if there are any strange indents or hidden buttons" is a lot more interesting than "I check for hidden doors, I rolled a 15" * **Rules-Light:** This game is simpler than D&D and Pathfinder in terms of how many rules there are. This opens things up for more creativity in our actions while still giving us a bounded ruleset to keep things fair and interesting.

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online 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/215625630917731?p=vxNb3zudhNj0S6Cg0v)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 ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*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.

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

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