Amazon Relational Database Service (Amazon RDS)

This meetup is designed to be an open forum amongst our community. We intend for it to be an opportunity for members to showcase what projects we've been working on this year related to Linux and AWS. If you are a current (or aspiring) professional looking for a practical way to build your experience with Linux and cloud computing, this event is for you! About us: Respect The Tech is an organization focused on information technology education and innovation. Our mission is to innovate technology education through virtual labs and gamified training. All of our team members are experienced professionals in the cybersecurity and cloud computing field. We are based out of the DMV and aim to serve the DMV with the same tools that enabled us to be successful with technology. ______________________________ Requirements: A functional laptop AWS account created and ready to use (free tier recommended)

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.

Hey Poetry Lovers! This group is on a roll. Here’s the gist: We meet at the **Capital One Café in Chinatown** from **12pm - 2pm** every other week. For enrichment, we start by reading and reflecting on a **“published poem”**, suggested by someone in the group. No advance preparation is necessary. But feel free to check out some of the poems we’ve read [here](https://docs.google.com/spreadsheets/d/e/2PACX-1vSyE_wCLQCPHRrKmN5F9tOIeeRQUZESxjRXGVBoCF2uU8Gm0_d0uECiCBCQXEy6ksxfsBOhtRIOpW3T/pubhtml?gid=0&single=true&widget=true&headers=false%22%3E%3C/iframe%3E). Or submit suggestions for future meetings [here](https://docs.google.com/forms/d/e/1FAIpQLSexGc2Z2Kp6bZW0D3_hfJ7NUUkfNHf7TXX-43FglCeBd9EF2Q/viewform?usp=send_form). Next, we **share our work and offer feedback**. Depending on attendance, everyone gets \~10 minutes to use as they like. (No need to share, though; you’re welcome to come even if you prefer just to listen.) We maintain a **Discord server** to help share our work and communicate outside our bi-weekly meet-ups. If you haven’t used Discord before, take a moment to download it and create an account before arriving. When we meet you on Saturday, we will add you to our server, the “DC Poetry Workshop”, and can help you navigate the app if you have questions. Finally, if you plan on sharing a poem, consider how you will do so. Some options include: * Print 5-10 copies to distribute in person * Take and share screenshots in the Discord chat. * Copy the poem into a google doc, change sharing settings to “anyone with link”, and copy the google doc link into the Discord chat. Most importantly, we’re excited to meet you! Catch you on Saturday, Diego / Ian / Cayden / Nate / Otasha / Lia / An

### **Wash away stress and ignite inner peace.** **This sound bath is an opportunity to step away from the hustle and bustle of everyday life and immerse yourself in a soothing environment where you can recharge and reconnect with your true self. The soothing vibrations of various instruments will guide you on a sound journey of healing, helping to release built-up tension and emotional weight.** ***What is sound healing? During a sound healing experience also known as a sound bath participants lie down comfortably, allowing their bodies to relax and open to the healing frequencies from the soothing vibrational sounds filling the space. The session will feature an array of instruments, including crystal singing bowls, Tibetan bowls, gentle chimes, gongs, and other vibrational instruments, each chosen for their unique resonant qualities. The soundscape will be carefully crafted to guide participants through a journey of deep relaxation and inner exploration, promoting emotional release and mental clarity. As the session unfolds, the sounds will recalibrate every cell in your body, creating a nurturing environment where you can connect to your innerself. The experience will make you feel refreshed, aligned and rejuvenated.*** **What you may experience during this session:** * Stress Relief and deep relaxation * Ability to connect to your higher self, Ancestors and the divine * Relief physical pain * Release anxiety * Improve emotional balance * Increased feelings of joy, happiness, and inner peace * Ability to create self-love and improve relationships **What to bring:** * Your own water bottle * A Yoga mat (or use one at the studio) * A blanket ( or use one at the studio) * Eye mask (if you have one) * Comfortable clothes to lay down * If you are very sensitive to sound you may wear earplugs for this session **About Jenny Perez Curandera:** Jenny is a Full Time Curandera Shamanic Healer born into the Curanderismo tradition that utilizes Traditional Curanderismo Shamanic Healing modalities past down from previous generations. Her core values are to LIVE IN HARMONY with great spirit, the elements, nature, animals and people. DO NO HARM TO OTHER PEOPLE, PLANTS OR ANIMALS. In the traditional Curanderismo that Jenny practices the foundation is LOVE AND RESPECT to the spirit world, towards animals,plants, people,free will and the elders who guard the curanderismo tradition (Los Abulitos de la tradicion). Private bookings are available for ancestral healings,energy clearing , energy balancing and tarot readings. If you would like to book a private energy session or tarot reading before/after the sound healing session send an email to healing@curanderasheart.com or text (703)531-7046 ( Visit our site for more information on our upcoming ancestral healing ceremonies, trauma release ceremonies, cacao ceremonies, full moon ceremonies, women circles, breathwork sessions and energy clearing ceremonies to bring balance to mind, body and spirit) Stay connected via IG @curanderasheart Curanderas Heart is located in the Westover Village in Arlington VA . 5852 Washington Blvd unit 5 Arlington VA at a walkable neighborhood with food options and street parking. Space is limited allowing all of our events to have an intimate vibe. Due to limited space pre registration and arriving on time is very important. **DATE: SATURDAY** **TIME: 5pm-6pm Doors will open 30 minutes early ARRIVE ON TIME TO SET UP YOUR SPOT. DON'T KNOCK ON THE DOOR OR DISTURB THE SESSION. ONCE THE DOOR IS CLOSED IT MEANS SESSION IS ALREADY IN PROCESS AND IT WILL NOT OPEN UNTIL THE SESSION IS OVER.** **Energy Exchange: $45** **Address: 5852 Washington Blvd unit5 Arlington VA 22205** **Info: WWW.CURANDERASHEART.COM** **healing@curanderasheart.com** **703\. 531\.7046 call or text** \*\*What you may experience during this session:\*\*Stress Relief and deep relaxationAbility to connect to your higher self, Ancestors and the divineRelief physical painRelease anxietyImprove emotional balanceIncreased feelings of joy, happiness, and inner peaceAbility to create self-love and improve relationships **\*\*\*\*Cancellation Policy: There are no refunds for missed, canceled reservations or if you arrive after session has already started\*\*\*\***

This event is being held in partnership with the DMV Spades Meetup Group. Direct questions to the Host, Nne-Nne Abanobi. ><><><><><><><><><><><><><> Hi All! Join us for 2nd Saturday Spades in Greenbelt, MD. Our group is friendly and welcoming. Please give us a try! 📍Hook & Reel Cajun Seafood & Bar 🦐 6002 Greenbelt Road Greenbelt, MD 20770 ⏳️ 6:30pm to 11:30pm 🌟 Join us at this PG County sports bar for food, fun, drinks.....and, of course, Spades. 😀 All skill levels are welcome! Get matched with a partner onsite. 🍷 Happy Hour Specials from 12pm to 7pm: [https://hookreel.com/wp-content/uploads/2024/01/HR_GreenbeltMD_HappyHour_Menu_24x36.pdf](https://hookreel.com/wp-content/uploads/2024/01/HR_GreenbeltMD_HappyHour_Menu_24x36.pdf) Located right off the Beltway. Free parking! Remember to support the business by ordering food/drinks. 🌟 **This event is posted in multiple groups. So, expect a nice crowd.** We look forward to seeing you!

We'll be getting food at a Latin Grill food truck near our volunteer site right after we're done. It's super local and under the radar but good. https://maps.app.goo.gl/qSPXrRAaGhJkhUhH6 They've got grilled meats, tacos, fajitas, Latin soft drinks, even fresh pressed sugar cane juice, and more. I haven't tried their Guatemalan loaded sandwich, shuco, yet but will be giving it a shot this time around.

Laura Hamilton, a long-time recruiter who truly cares for Job Seekers will be speaking. Her topic is TBD. Laura speaks on our first video ever. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) At the end of this seminar/webinar, there will be a brief Christian story. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- IF YOU ARE NEW TO Career-Confidence.org and want to learn about us via our team, here are some videos that we have done. PLEASE SUBSCRIBE to our channel and LIKE our videos. \-\-\-\-\-\- Career-Confidence.org, Laura Hamilton and Robert Brandau both long-time recruiters give you an overview. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Bruce, Silvia, and Mary Beth talk about the impact of Career-Confidence.org on their job search. [https://www.youtube.com/watch?v=EYtFRWzhKLo](https://www.youtube.com/watch?v=EYtFRWzhKLo) \-\-\-\-\-\- Tim Jack, one of our current volunteers and attendees [https://www.youtube.com/watch?v=uq-qfaDVDMU](https://www.youtube.com/watch?v=uq-qfaDVDMU) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Doris McMillon of our Board of Directors [https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s](https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Kim DeWitt Succinctly Talks about our Team [https://www.youtube.com/watch?v=SSHCEK11jD0](https://www.youtube.com/watch?v=SSHCEK11jD0) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Cecilia and Nate – 2 of our Alumni give an overview of Career-Confidence.org. perspective. [https://www.youtube.com/watch?v=uNstYHVnfAA](https://www.youtube.com/watch?v=uNstYHVnfAA) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Sara's Experience with Career-Confidence.org - Surprise Ending – Pre-Covid [https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s](https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s)

Please join us for our observance of Gotan-e, celebrating the birth of Shinran Shonin, the founder of our denomination. Dress is casual yet conservative, and everyone is welcome to come listen to the Dharma and learn the Nembutsu, chants and songs associated with our tradition of Shin Buddhism. Our Dharma Discussion Group will meet immediately after the service. To attend the service and Discussion Group virtually, please use [this link](https://us02web.zoom.us/meeting/register/tZUudOiprDwiHtITyC2arOLCYAsAYZfQl4J4) or visit our website at www.ekoji.org.

\*NOTE: This meeting is solely for individuals who identify as women, female, non-binary, trans women, AFAB, and gender-fluid. ***Please check the main RfR support group calendar for the link, which displays automatically in your computer's local time***. The calendar is displayed here: [https://www.recoveringfromreligion.org/sg-calendar](https://www.recoveringfromreligion.org/sg-calendar) The Recovering from Religion WOMEN'S VIRTUAL support group will meet the 2nd Sunday of each month @ 10am (Australian Eastern Time - Melbourne), unless the date falls on a holiday. A note for people in the US: this will usually fall on the second Saturday, but sometimes with calendar mechanics this may result in the meeting falling in the US on the first Saturday of the month. What Recovering from Religion is About: The primary focus of a Recovering From Religion support group is to provide ongoing and personal support to individuals as they let go of their religious beliefs. This transitional period is an ongoing process that can result in a range of emotions, as well as a ripple effect of consequences throughout an individual’s life. As such, the support meetings are safe and anonymous places to express these doubts, fears, and experiences without biased feedback or proselytizing. We are here to help each other through this journey. There is no cost to attend this support group but, if you feel so inclined, donations can be made at www.recoveringfromreligion.org/donate If you find you need to talk with someone before the next support meeting, RfR has a hotline and online chat for that express purpose. Go to www.recoveringfromreligion.org and click on the green chat bubble in the lower left corner of the site to chat online. If you are in need of professional help, we can offer the Secular Therapy Project to provide options to connect with a professional therapist. All therapists have been thoroughly vetted by our organization and offer only evidence-based and non-religious treatment. Connect with them at www.seculartherapy.org. Like what RfR does? Why not volunteer! There are quite a few options. Head over to www.recoveringfromreligion.org/volunteer for more info.

No one truly understands AI, not even experts, says Helen Toner, an AI policy researcher and former board member of OpenAI. But that doesn't mean we can't govern it. She shows how we can make smart policies to regulate this technology even as we struggle to predict where it's headed — and why the right actions, right now, can shape the future we want. ​​​​Here is how it works: * ​​​​​​​Prior to the event: **Please watch this YouTube video:** [https://www.youtube.com/watch?v=LUn8IjZKBPg](https://www.youtube.com/watch?v=LUn8IjZKBPg) * ​During the event: We will discuss the following questions: 1. Because AI is changing so fast, it is hard to predict what new things it will be able to do next month. What steps can we take to stay open-minded and adaptable as these tools change how we learn and create? 2. There is a big debate about whether using AI helps us learn faster or makes us skip the hard work of thinking. How can we find a healthy balance between using these new tools and keeping our own minds sharp and active? 3. History shows that the people who use a technology should have a say in how it is shaped for the future. How can we ensure that our local communities have a voice in how AI is developed and used? \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- To provide an enjoyable experience for fellow participants, here are three ground rules during discussion events: 1. Step up and step back. (If you feel that you’ve been talking too much, step back to listen more. If you feel that you’ve been relatively quiet, step up to share your perspective or ask a question) 2. Listen to understand, not to respond. 3. Be open-minded and value differences.

**This will be a moderate \~5 mile loop in Rock Creek Park. We will start at Meadowbrook Local Park in Chevy Chase, MD and proceed to the Boundary Bridge and into DC on the Valley Trail, cross Beach Dr to the Pinehurst Branch Trail, and loop back to our starting point on the Western Ridge Trail. It’s a beautiful walk with some ups and downs and a few stream crossings.** **Meeting Point:** **Meadowbrook Local park can be reached via Meadowbrook Lane and has space for about 30 cars. There are usually a variety of kids sports happening in the park so arrive early to find parking. There is another small lot accessible via Beach Dr. that fits about 6 cars. Cross the bridge to reach the park. Meet at the basketball courts, which are behind the stone pavilion and next to the tennis courts.** **Meeting Time:** **Plan to arrive at 9:15am so you will be able to meet everyone and sign the PATC waiver. Once the waiver is signed, we will begin the hike, targeting a 9:30am departure. We will leave on time.** **Route:** **Here is an AllTrails route in case you want to import this into a navigation device.** **https://www.alltrails.com/explore/custom-routes/rock-creek-meadowbrook-boundary-bridge-may-9-6e0b9a3?u=i&sh=fuqxr6** **Contact Info:** **Please use the comments feature for routine comments and questions, and to arrange carpools. Call/text the hike leader—Allison—if urgent for day-of** **questions or issues 202-320-6103** **Notes:** **RSVP here by 6pm the evening before. If you need to cancel, please change your RSVP by 6pm to allow others to move off the waiting list. Cancelling after 6pm may result in being designated a “no-show” which may affect your ability to sign up for future PATC hikes.** **Consider becoming a member of PATC to both enjoy the trails and support their maintenance. www.patc.net**

[https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) 24.1 miles. Picnic at Beltsville Community Center, 14 miles into the trail. Restrooms are available at the beginning, the middle, and the end of the event. This is an easy ride on relatively flat terrain and should be appropriate for all bikers and all bikes. The route is 24 miles and about 800 feet elevation gain. It should be a beautiful day. **WHERE AND WHEN WE MEET:** Bladensburg Waterfront Park, 4601 Annapolis Rd, Bladensburg, MD 20710. We meet at 10:00 and ride at 10:15am **ROUTE:** MD-Trail 1 - can be downloaded from Ride with GPS here: [https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) We'll take the Anacostia River Trail north to the Northeast Branch Trail through Riverdale Park, around the College Park Airport to Lake Artemesia. The Paint Branch Trail takes you through the University of Maryland campus, alongside USDA research fields to Cherry Hill Rd., where we can stop and reverse the route back to Bladensburg. Mileage round trip is 24 +/- but there's more trail at either end of the ride for those who want to put in more miles. **RESTROOMS** Restrooms are available at the beginning, the middle, and the end of the event. **WHAT TO BRING:** Our bikes will always be in our sight. No additional locks are required to keep your bike safe on this trip. Bring snacks and a light lunch if you want to eat on the journey. Don't forget to bring plenty of water to stay hydrated. **OTHER INFORMATION:** FYI: membership of the Ride With GPS E-bike Lovers club is now free as [www.ebikelovers.com](http://www.ebikelovers.com/) is generating sufficient income from ads to cover the costs. Here is the link to activate your free membership: [https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN](https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN) You will have access to over 2,000 miles of curated e-bike routes. With free membership, we hope everyone will download trails before we e-bike. This is the link to the EBL Ride With GPS page: [https://ridewithgps.com/organizations/6746-e-bike-lovers](https://ridewithgps.com/organizations/6746-e-bike-lovers) For the E-bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-bike lovers, spread the word and let's have fun. Please only RSVP if you are coming, so we know how many E-bike Lovers will participate. We enjoy a nearly 100% RSVP success rate. Thank you so much for your help! As usual, non-assisted bikers are most welcome. **Your registration for this ride signifies your agreement with the terms of the disclaimer below.** **DISCLAIMER** **LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, NATHAN MERRIS, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS.** **See for the full disclaimer: https://ebikelovers.com/disclaimer**

We will be playing **Arcs** with up to 8 players. All experience levels welcome. Expect the game teach to start promptly within the first 10 minutes. Arcs is a sci-fi strategy game of galactic struggle set in a dark yet silly universe. Find [here](https://www.youtube.com/watch?v=xv_aXuTTil8&pp=ygUEYXJjcw%3D%3D) a how to play video on youtube. Find [here](https://cdn.shopify.com/s/files/1/0106/0162/7706/files/Arcs_Base_Rulebook.pdf?v=1713374179) the rulebook. Note: Please remember to update your RSVP if you can not attend the event. By updating your RSVP when you can't make it other players on the waitlist will have a chance to attend. No-shows may make it harder to attend future meetups. Also, all library rules apply to this meetup event. Mainly that no food is allowed in the library. Covered drinks are allowed.

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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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.

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

**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

**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