Government Contractors

\*\***The Toronto History Walks Explorer Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** **torontohistorywalks@gmail.com** **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com** **This special anniversary tour commemorates the burning of the Noronic in Toronto harbour on the evening of September 16-17, 1949! Seventy Seven years ago** First it was **Ambrose Small** and my team of brilliant detectives who tried to figure it out. The walkers on this tour just about cracked the case. Well done my detectives. And then the case that shocked Canada and the world, the murder of **Burt Massey!** That was a tough assignment with 15 characters all wanting their time in the sun! But now a new assignment for my brilliant detectives. The Harley Karulis Detective Agency needs your help once again! Here is the folder with all the information, down below! Your assignment awaits! Keep reading....... Saturday September 17, 1949 in the early hours. A small harmless fire in a closet on C Deck erupted into an inferno that destroyed the Canada Steamship Lines, Noronic. It was Toronto's greatest disaster. On this tour we will meet and hear the stories of passengers, crew and firefighters who responded on that fateful night. Our goal is to try and figure out the true story of what happened on C Deck in that same closet. Was it an accident or was it done on purpose? If it was indeed arson, then why? The Noronic was built by the Northern Navigation Company, a subsidiary of the Richelieu and Ontario Navigation Company. It plied the waters of the Great Lakes since its first trip in 1913. It carried millions of happy holiday makers, but things were coming to an end. Could this be the motivation to end the service. Points to ponder! The car was King or Queen, and the second world war was over and attitudes were "a changing," quickly! The days of the passenger cruise ships on the Great Lakes were seen as part of the old world. Are you up for this interactive game once again? This walking tour/game takes participants back in time to 1949 Toronto, and explores the many sites associated with this disaster and the personalities involved. You will be introduced to 15 historic characters and each has their own dark secrets, it will be up to you to uncover the truth. **This tour DOES not require a PRESTO card! All the sites are centred around the southern section of the downtown core and harbour front!** Our walk begins outside the **Westin Harbour Castle Hotel** on Queen's Quay and Bay Street just east of the Jack Layton Ferry Terminal on Queen's Quay East at the front doors of the hotel. A video on the disaster will follow in the comments to introduce you to this fascinating piece of Toronto history! This tour has a ticket price of $15.00 per person. Please get your tickets early if you would like to attend as this tour has a limit of 25 participants! \*\* **Please note: Please e-transfer the ticket price when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com**

join us the Rockpile for Police Tribute Band. Cost ix 23$ at the door or at the following link . https://www.ticketweb.ca/event/message-in-a-bottle-rockpile-rock-bar-tickets/14773133

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

A simple way to meet new people and spend a relaxed Saturday morning outdoors. This is a new, small meetup series — first walks are now starting. We’ll meet just outside the main entrance of Rosedale Subway Station at street level (I’ll be standing near the exit and easy to spot), and walk through Rosedale onto the ravine trails toward Evergreen Brick Works, finishing with coffee and conversation. The format is simple — just a walk, fresh air, and easy conversation. Most people come on their own, so you’ll likely not be the only new face. It’s a smaller group by design, which makes it easier to talk and connect without it feeling overwhelming. Conversations can stay light or go a bit deeper depending on what feels natural — there’s no agenda or structure. **Timing** • Meet: 11:00–11:15am at Rosedale Station • Walk: \~40 minutes at an easy pace • Coffee: around midday at Brick Works You’re welcome to join for the full walk or meet us at the café. If you’re running late, feel free to join us along the route or meet at the café. If it’s raining heavily, we’ll skip the walk and meet directly at Brick Works instead - the Pop-up Cafe inside the Young Centre at Brick Works. In case it rains, I will update this invite on the morning of the event day. I’ll be there to welcome everyone and keep things relaxed and easy. Looking forward to meeting you.

Non-hosted event. If anyone is interested in hosting the group, send me a message. **\*\*If you can no longer come to the meetup, please un-RSVP as soon as possible (i.e. not the day of) so someone else from the waiting list can attend\*\*** This is an informal conversation group for anyone wanting to practice / use their French and meet some new people. All levels are welcome, but having a conversational level is strongly recommended (and of course native French speakers are very welcome too!). / Il s'agit d'un groupe de conversation informel pour toute personne souhaitant pratiquer / utiliser son français et rencontrer de nouvelles personnes. Tous les niveaux sont les bienvenus, mais il est recommandé d'avoir un niveau de conversation approximatif (et bien sûr, les locuteurs natifs du français sont également les bienvenus !) Nous nous rencontrerons dimanche, de 14h00 à 16h00, au foodcourt de Brookfield Place, qui heureusement a beaucoup de tables et garde la musique basse! **+ Juste un rappel que ce groupe est un lieu d'échange détendu avec les autres dans un esprit de respect, de tolérance et de réceptivité à la multiplicité des cultures et des niveaux de français représentés. Merci de respecter ces principes en participant aux meetups.**

This group is to discuss and practice our French . Everu

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $36 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** https://bit.ly/frc-toronto-chat **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

One of our favourite locations for our first trip of 2026, McCrae Lake is in in the south, and will have warmer weather than the more northern lakes. This is an easy trip, good for novice paddlers, to test your new kit, or get back into shape. McCrae Lake is a large lake divided into several bays, on crown land, close to Toronto. The water quality is excellent, and there is good fishing. The backcountry campsites are large, quiet, have a steel grill and thunder box, and are free. More information on McCrae Lake: [https://www.ontario.ca/page/mccrae-lake-conservation-reserve-management-statement](https://www.ontario.ca/page/mccrae-lake-conservation-reserve-management-statement) The water may be warm enough to swim, and the bugs will not be out yet. Fun activities include hiking on wilderness trails, paddling up and down rapids, swimming with rattle snakes, diving off of cliffs into the lake, and dragging out the bodies of people who tried to do all of those things. Watch for the Five-Lined Skink. Or, you can relax in a hammock. McCrae Lake is very popular. We may have to wait for room in the parking lot, and empty campsites. **If anyone in our group can go into McCrae Lake on Thursday or Friday to secure a campsite, it would be appreciated.** Arrive early Sat. AM. to get a parking spot or after 3:00 PM when day hikers go home. We are not required to go home on Monday night. You can continue to camp for as long as you wish. Carpooling is recommended to reduce the number of parking spaces required. Most areas of the lake have cell service sufficient for text messages and data. One portage, 150 metres, well used trail, over a high granite ridge. Paddle distance: 5 km. Canoe rentals should be available if you reserve one in advance: Swift Canoe Georgian Bay [https://swiftoutside.com/georgian-bay/](https://swiftoutside.com/georgian-bay/) Wawautosa Marina [https://www.wawautosa.ca/](https://www.wawautosa.ca/) Driving Distance: From Hwy 7 and Hwy 400, Vaughan Metropolitan Center: 142 km., 1 hour 30 mins. **ACTUAL LOCATION:** **McCrae Lake Parking Lot Muskoka District Municipality, ON** **44.92206400775243, -79.7772977860336** **Please fill in the Spread Sheet below:** https://docs.google.com/spreadsheets/d/1V1iupkEzye3zj5O8Sagri1FZyVLGOeM1EDy4ZkgcABo/edit?usp=sharing

**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

Do you want more motivation and confidence to build Lasting Relationships? This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

Interested? Contact Preston Moore k.preston.moore@gmail.com 614-300-5989 ———————————— Engaging in men’s work is the new way to forge friendships while being open-minded to personal growth. Many men experience healthier relationships, personally and professionally, by engaging in this work. Open Men’s Group is a container for men to share vulnerably without receiving judgment or feedback. We believe that emotionally mature, powerful, compassionate, and purpose-driven men will help heal some of society’s deepest wounds. We support the powerful brilliance of men and we are willing to look at, and take full responsibility for, the pain we are also capable of creating – and suffering. We care deeply about men, our families, communities, and the planet. Visit ManKind Project USA to discover more. https://mkpusa.org/

Join us for this free, in person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Do you want more motivation and confidence to build lasting relationships? Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is held at the Dianetics and Scientology Life Improvement Center of Central Ohio.

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.

# **Saturday, May 16, 2026** **Beginners’ Session 1:30 to 2:00 PM** **Dancing 2:00 to 4:30 PM** **Please note that this is an afternoon dance!** **You are invited to join us for dinner at Olive and Lime (in the church’s back parking lot) after the dance.** **Kim Thompson, from Athens, will take the mic and we’ll dance to the music of Roscommon Sessions. Kim will lead us through a variety of old and new dances that welcome newbies and delight experienced dancers.** **Roscommon Sessions, a traditional Irish music quartet from Columbus, Ohio, began their musical journey centered around the energy and spontaneity of Irish sessions. They are excited to bring their lively jigs and reels, a couple of flowing waltzes, and the occasional musical surprise to the All Soles contra dancers!** **Roscommon Sessions is Steve Steele (guitar), Jim Lindroth (percussion), Carol Metheny (fiddle) and Sarah Sigmon (fiddle).** **We hope to see you dancing!** **Location: First Unitarian Universalist Church, 93 W. Weisheimer Road, Columbus, OH 43214.** **Cost is $10 for adults, $5 ages 12-25.** **New to dancing? A beginners’ session, from 1:30 to 2:00 PM, will get you started. You will learn some basic figures that will be repeated in the afternoon’s dances. All dances will be taught and no partner is needed. Dancing is from 2:00 to 4:30 PM.** **Please bring your own refillable water bottle.** **All Soles Dance upcoming dance dates are, as follows:** **June 20, 2026** **Tentative:** **July 25, 2026–Summer Potluck and Dance** **No August Dance** **September 26, 2026** **October 17, 2026** **November 21, 2026** **December 19, 2026** **Visit our website at: https://firstuucolumbus.org/connection/all-soles/**

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